Dev.to
7/21/2026

How We Built an AI-Native Real Estate Platform for Northern Cyprus
Short summary
A detailed architecture for an AI-native real estate platform in Northern Cyprus that strictly separates LLM intent interpretation from factual data retrieval. The model converts natural-language queries into structured search objects, which are validated by the application before database retrieval. The LLM never serves as the source of truth for property facts, preventing hallucinated prices, availability, or legal details.
- •LLM extracts intent; application validates; database provides facts — model never becomes source of truth
- •Natural-language queries converted to typed schema objects with application-side validation
- •Architecture prevents hallucinated property data in high-value real estate decisions
Generated with AI, which can make mistakes.
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