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2025

Homestream

ML EngineeringReactUX Design

The Home Buyer Assistant project focused on leveraging AI to simplify the property search and buying process. By combining recommendation systems with an interactive chatbot, the platform helps prospective buyers discover suitable homes and navigate the complex steps of purchasing their first property.

What We Did

We built retrieval-augmented generation (RAG) pipelines to recommend properties to buyers based on preferences and market data. On top of this, we developed a React-based chatbot designed with a user-friendly interface to guide first-time buyers through the stages of home ownership, from budgeting to closing. Our work emphasized seamless UX design to ensure that users could easily interact with the system and gain confidence in their decisions.

Key Deliverables

RAG pipelines for property recommendations
Chatbot development in React
UX design for intuitive user interaction

Impact

25%
Property recommendation accuracy ↑
40%
First-time buyer engagement ↑
Improved satisfaction
Streamlined onboarding process