Enterprise technology leaders are recalibrating artificial intelligence budgets as model training gives way to operational deployment. While large language model training dominated 2023 infrastructure spend, inference costs now represent over 60% of enterprise AI budgets.
Cost Management Strategies
To manage escalating API fees, chief information officers are increasingly deploying smaller, domain-specific models locally or via dedicated cloud instances. This shift prioritizes predictable operational expenditure over raw parameter scale, reducing latency and reliance on third-party API providers.