What UCP Is, Why It Exists, and Where It Fits Why Commerce Reached a Structural Breaking Point The Assumption That Quietly Broke For the last two decades, digital commerce has been built on a single, largely unquestioned assumption: the human is the executor of transactions. Systems were optimized around that assumption. Discovery interfaces were designed […]
What Actually Breaks in AI Transformations Over the last several years, I’ve been directly involved in building, integrating, and operating AI-driven decision systems inside environments where mistakes were not theoretical. These were not demo environments or innovation labs. They were production systems touching payments, fraud, risk, compliance, and customer outcomes, systems where false positives cost […]
Platform businesses operate multi-sided ecosystems connecting two or more distinct user groups (e.g. buyers and sellers, developers and end-users). Unlike traditional products, platforms must carefully decide which side(s) to charge and how, because pricing one side affects participation and value on the other side. The goal is to maximize network effects and growth while capturing […]
