unit economics

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

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 […]

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

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.

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