The Inference Explosion: Why AI Deployment Triggers 10x Cost Multipliers

As AI inference costs now dominate cloud infrastructure spending (55% vs 30% three years ago), companies deploying AI systems face shocking bill spikes when moving from development to production, with typical cost estimates off by 500-1000%. The solution requires intelligent model routing for simple tasks and comprehensive cost observability, as inference becomes the hidden cost driver that overshadows training expenses.