
Enterprise AI budgets accounted for training and fine-tuning, but agentic workflows run inference continuously, and the bills are arriving at ten to fifty times what anyone forecasted.

Companies budget up to $900K for year one of AI, then discover that getting from pilot to production costs 2-3x the original build. The gap between a working demo and a reliable production system is where most AI initiatives quietly die.