Complete Guide for AI Application Cost Engineering: From Token Economics micro-analysis to multi-tier model routing architecture, covering Prompt caching strategies, speculative decoding acceleration, KVCache management, cost attribution systems, ROI quantification framework, and L1-L5 cost maturity model for production-level cost governance systems.