unit economics

Your AI Bill Has No Owner: The CIO-CFO Framework for Token, Agent, and GPU Cost Governance

by

TL;DR AI cost governance is not primarily an invoice-analysis problem. It is an identity, entitlement, and unit-economics problem. A provider may identify the account, project, workspace, model, or API key that generated consumption. That still does not tell the enterprise which employee sponsored the work, which agent acted, which workflow caused the expense, which contract … Explore: Your AI Bill Has No Owner: The CIO-CFO…

AI Business Value Drift: When Model Quality Holds but the ROI Quietly Disappears

by

TL;DR AI ROI is a monitored condition, not a permanent project status. A production AI use case should be described as currently realized and certified only while its baseline, outcome, complete cost, quality, risk, and operating assumptions remain valid. An AI system can remain technically healthy while its business case deteriorates. Provider pricing can change. … Explore: AI Business Value Drift: When Model Quality Holds…

Why AI ROI Is Stalling: A CEO and CIO Guide to Turning Pilots into Operating Results

by

TL;DR AI ROI is stalling because many organizations are managing experiments, not investments. A pilot can prove that a model works, users are interested, or a workflow can be partially automated. It does not prove that the organization can produce repeatable business value after integration, data, security, change management, support, and operating costs are included. … Explore: Why AI ROI Is Stalling: A CEO and…