AI Is Scaling Fast but the Costs Are Scaling Faster. AI adoption across enterprises is accelerating, but the friction rarely comes from models or algorithms. It shows up in infrastructure quietly and consistently. A training job runs longer than expected, inference costs rise with usage and GPU bills increase without a clear explanation. What begins