When your AI system tags thousands of investment properties every day, false positives aren't just annoying—they're expensive. Every incorrect tag means manual review. Every manual review erodes trust in the system. And when your clients are managing portfolios worth millions, that trust is everything. That was the situation facing one of the nation's leading real estate investment platforms. Commerce Architects was brought in to figure out why and fix it. About the Client Ou