The Infrastructure Behind Scaling AI: Why Billing Systems Break

Building payment systems for AI products seems straightforward initially, but real-world scale reveals deep complexity. The core challenge isn't payment processing itself—it's synchronizing state across billing providers, usage tracking, and access control when dealing with asynchronous events and retries. Understanding these pitfalls helps engineers design billing systems that genuinely scale without accumulating technical debt.