Why Every AI Team Ends Up Building the Same Gateway (And What to Do About It)

AI teams in production often build a custom routing gateway to manage multiple models like GPT, Claude, and Gemini, which starts simple but evolves into complex middleware. This Frankenstein system must handle each provider's distinct authentication, rate limits, response formats, and pricing models, leading to a unified API layer with auto-failover and cost tracking.