Building a Real-Time Property Scoring Pipeline: The Engine Behind BirdEarly
How GTC built an AI-powered property scoring engine for BirdEarly — a real-time pipeline that scores, ranks, and values MLS listings before investors open the app.
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Building a Two-Sided Matching Engine: How We Matched Sellers to Agents Using Outcome Data
A case study in AI-driven agent–seller matching: profiling both sides from outcome data and communication records, an explainable matching model, and where the pattern applies beyond real estate.
Building an AI Valuation Engine for Heterogeneous Assets: What We Built for SAM
An AI valuation engine for heterogeneous auction assets: asset identification, comparable finding, condition and channel adjustment, and an auction strategy the team can act on directly.