The Architecture Costs Draining Your AI Budget

Most organizations focus on per-token pricing while hemorrhaging money through architectural inefficiencies—wrong model selection, synchronous processing, and redundant work. Real cost optimization comes from infrastructure decisions like batch processing (50% cost savings) and intelligent model routing, not cheaper models. Understanding these hidden structural costs is essential for organizations scaling LLM workloads sustainably.