AI shifts cost structures by front-loading expenses into the training phase, requiring new financial models, smarter cost allocation, and sustainability-aware infrastructure planning to manage total cost of ownership effectively.

As AI adoption grows, organizations must manage unique cost drivers - from serverless service usage to expensive model training. Aligning AI costs with business value is key to maximizing ROI and making informed strategic decisions.