How does AWS help control AI costs?

“Cost control and visibility across AI workloads (training, inference, agent operations) in one billing view. Purpose-built chips like Trainium deliver 30-40% better price-performance. Additional levers: model distillation (smaller models that cost less), intelligent prompt routing (routes queries to balance cost and quality), and auto-scaling that matches capacity to demand.”