FROM THE BOOK

Monetizing Agentic AI

Chapter 10 · Monetization Engineering
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The Cost of Monetization Debt

In many organizations, these functions operate in silos. Product ships features without considering how they will be metered. Sales quotes deals without understanding the cost-to-serve implications. Finance discovers at quarter-end that the billing system cannot support the deal structures sales has been closing. Engineering builds the metering pipeline but does not connect it to billing.

The result is what one AI infrastructure CTO called "monetization debt": the gap between how the product creates value and how the business captures it. That gap compounds over time, and it gets more expensive to resolve.

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