Multi-LLM Middleware: The Missing Piece in AI Development Infrastructure

As AI developers increasingly use multiple LLM providers in a single project, managing rate limits and costs becomes a critical infrastructure challenge. This API gateway pattern solves these problems through automatic failover and unified cost control, mirroring how web architectures evolved to require load balancers. The approach suggests that standardized middleware layers are becoming essential for sustainable AI development.