Soma

An AI-powered property matching platform designed to help real estate agents instantly connect clients with the most compatible properties based on lifestyle, financial readiness, preferences, and long-term goals.

Year

2025

Field

Product Design, Vibe Coding

Tools

Claude, Cursor, Vercel, Figma

One of the biggest problems in real estate is that property matching is still highly manual and intuition-based. Agents typically spend hours: asking repetitive questions, manually browsing listings, trying to remember client preferences, comparing spreadsheets forwarding links back and forth, and filtering hundreds of properties manually At the same time, clients often struggle to explain what they truly want beyond surface-level requirements like: budget, bedrooms, or location The real challenge wasn’t only finding properties. It was understanding compatibility.

Soma transformed the property search process into an intelligent matching experience. Instead of only filtering listings by technical parameters, the platform analyzed: financial capacity, mortgage readiness, preferred lifestyle, personality and living habits, urgency level, investment goals, and emotional preferences around how people wanted to live The result was a system capable of generating highly relevant property matches automatically.

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