Gartner predicts global AI spending will hit $2.52 trillion in 2026, yet 62% of companies with LLM features have seen unexpected API bills exceed their budget by 2x. AI FinOps solves this cost control gap, but most tools focus on downstream tracking instead of the higher-impact upstream economic grounding that prevents overages before tokens are burned.