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Audra Carpenter · Aug 5, 2026

Stop Measuring AI Costs Wrong: The Useful Work Framework

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Most marketing teams are measuring tokens and tasks while the smart ones are tracking dollars earned per dollar spent.

Your CFO doesn’t care how many hours AI “saved” you. They care about dollars. OpenAI just dropped a framework that changes how we justify AI spend forever.

The shift: stop measuring tokens and tasks. Start measuring useful work per dollar.

• Your content AI? Measure published assets that drive engagement, not drafts sitting in folders

• Your automation stack? Calculate cost per outcome, not cost per month

• Your agent deployments? Map every single one to revenue or cost avoidance

When you can prove your AI produces campaign-ready assets at $2 each versus $40 with freelancers, you’re not defending a budget anymore. You’re demanding a bigger one.

What’s the one AI workflow you still can’t tie to a dollar amount?

Listen on audracarpenter.substack.com

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