How To Keep AI Costs In Check As Agentic Drives Usage
CIO Dive, Friday, July 17th, 2026
IT leaders need spending visibility and governance to control AI costs as agentic usage accelerates.
Enterprises are struggling to control AI expenditures despite falling token costs, as AI sprawl complicates budget management.
A Flexera study found roughly 60% of IT professionals report increased AI overspend, while two-thirds lack visibility into usage patterns.
OpenAI outlined five cost-control strategies: increasing visibility into AI consumption and spend, evaluating models on outcomes rather than price alone, implementing governance frameworks, treating AI as a portfolio investment, and matching product capacity to proven demand.
Value should be measured through metrics such as time saved, improved decision-making, and task completion rates. Companies including Shutterstock and Prudential Financial have already adopted stringent AI cost management approaches.