Why Building a Unified AI API Is Harder Than API Compatibility Alone

Building a truly reliable multi-model AI gateway reveals that API compatibility is only the surface-level challenge. The real engineering work lies in managing inconsistent provider behaviors, maintaining stable performance across models, and enforcing a predictable contract for developers. This insight is crucial for anyone building AI infrastructure that needs to be trustworthy in production environments.