From Demo to Dollar: Why Billing, Not Algorithms, Makes AI Products Real

Most AI engineers focus on model performance, but commercializing AI reveals a hard truth: the unsexy infrastructure around payments, usage tracking, and fraud prevention determines success more than the AI itself. Understanding how to meter usage, reconcile billing to the cent, and prevent credit abuse isn't just operational—it's what separates a working demo from a viable business.