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

We built an investor-ready AI goal achievement platform in just 150 hours - proving both the product vision and the power of AI-augmented development. Here's how we combined LangGraph orchestration with modern web technologies to create SequoiaAI, an intelligent companion that actually understands your goals and helps you achieve them. About Habitual Growth Habitual Growth is a B2C startup focused on helping individuals accomplish their goals and become better versions of the

A Battle-Tested Playbook for Migrating Critical E-Commerce Functionality from Monolith to Microservices Migrating major functionality out of a monolith is like swimming against a relentless current. The gravitational pull of tightly coupled systems, undocumented business logic, and years of accumulated requirements makes every extraction feel like light trying to escape a black hole. Yet here we are, on the other side, with a playbook that transforms high-stakes releases into