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Achieving 50% Reduction in AI False Positives for a Leading Real Estate Investment Platform
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
Scott Proost
4 days ago5 min read
Habitual Growth - SequoiaAI POC
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
Luke Mattfeld
Dec 18, 20254 min read
The Art of the Boring Release
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
Khalid Khaliqi
Dec 11, 20255 min read
Resolving Ecommerce Data Issues Autonomously with Agentic AI
AWS Advanced Tier Services Partner Commerce Architects builds agentic AI solution for composable commerce leader to increase merchant productivity and efficiency Executive Summary commercetools is a global commerce company and market leader in composable commerce that equips some of the world’s most influential businesses with tools to remain agile, future-proof digital offerings, reduce technical risks and costs, and build outstanding experiences that drive revenue growth.
Commerce Architects
Nov 19, 20252 min read
From Manual Outreach to AI-Powered Matching: Commerce Architects Builds Conversational AI Platform for Freight Logistics
When Freight Matching Meets AI: Building a Conversational Calling Platform A freight logistics startup needed to build an AI-powered outbound calling solution for matching independent shipping operators with available freight loads. The company had a short timeline to get an MVP solution in place to start connecting with existing contacts and demonstrate viability to potential investors. With an aggressive timeline to secure customers and investment, the company engaged Comme
Commerce Architects
Nov 19, 20252 min read
The Empowerment Paradox: How Smart Constraints Create Autonomy
Making the simple easy and the complex possible through enabling constraints The Goldilocks Problem Early in my product career, I was at...
Suzanna Capone
Sep 24, 20254 min read
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