The Inference Tax: How Prefix-Aware Routing Eliminates the Hidden Cost of LLMs at Scale

Introduction Inference demand is growing fast, and it’s only accelerating. By 2030, inference is expected to account for the majority of AI compute globally. But scaling inference isn’t just a hardware problem.