AI Safety, Ethics & Governance

How AI governance frameworks are failing to address real estate's invisible risks—starting with data opacity in valuation models. A new MIT Technology Review report highlights that 73% of AI-driven real estate models use data not traceable to verified public or academic sources. This poses a critical risk in valuation systems where accuracy directly impacts financial decisions. In an era of increasing regulatory scrutiny, the lack of source verification undermines both ethical standards and legal compliance. Real estate firms must prioritize data provenance to ensure AI governance is more than just policy—it's actionable safety. View and join any or all of our communities — AI, quantum, and real estate: https://alex-companies.com/reports/linkedin-groups If there's an AI, quantum, or real estate community you'd like to see us convene, tell us — this portfolio grows by request. MIT, Nvidia, Google & IBM-Trained. Cross Domain-Expert: Quantum, AI, Ethics, Sovereignty, Intelligence, Philanthropy. Solepoint Planning. VUI AI Cloud Architect. AI Certifications Development. Quant/AI Instructor. Castor Venture Club Member. Associate Broker. George Arnold Alexander III Director, ALEX Companies; Associate Broker, Alexander Tiffany Southwest, LLC. +1 713.918.9951 · [email protected]