Routing Layer Cut AI Costs but Broke Product

A team cut AI inference costs by over half with a routing layer that sent simple queries to cheap models. Customer satisfaction dropped and churn rose three months later. The cost savings were structurally tied to quality loss, moving costs to unmeasured areas.