Scaling Reliable AI Services: Provider Abstraction and Safe Credit Systems

Building a monetized AI service demands more than sophisticated algorithms—it requires robust infrastructure that prevents vendor lock-in and financial loss. This architecture reveals critical patterns for handling multiple AI providers, managing long-running asynchronous jobs safely, and implementing bulletproof credit systems that never double-charge users—essential lessons for anyone building commercial AI applications.