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The Rating Engine - haijian xing.pdf

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Description & Overview

For two decades, software pricing was built around the seat: one user, one subscription, one predictable invoice. AI is breaking that model.

As software shifts from human-driven interfaces to machine-driven events, billing can no longer remain a back-office function. Every API call, model invocation, workflow, and agent action now carries commercial meaning that must be interpreted in real time. What matters is no longer just counting usage — it is deciding what that usage is worth.

The Rating Engine argues that a new infrastructure layer is emerging inside the machine economy: the system that translates raw machine activity into economic treatment, contract state, and commercial control. Drawing on lessons from telecom, cloud, and modern AI platforms, the book explains why metering is not rating, why tokens are not prices, and why the future of monetization belongs to stateful economic policy engines.

This is a book about category change. It shows why “billing software” is being reclassified as infrastructure — and why the companies that understand this shift early will have an advantage in the next era of software.
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