From Custom Logic to Unified Infrastructure: Optimizing LLM Model Routing

This case study demonstrates how aligning classification taxonomy with embedding geometry can streamline LLM routing while improving accuracy. By merging redundant categories and centralizing routing logic in infrastructure, the system achieved both cost savings and operational simplicity, revealing a critical principle: let the model's geometric space dictate your taxonomy, not vice versa.