Cost Management Agent
AI DLC Insights
Cloud & AI Cost Management
eBook
eBook

The AI ROI Playbook: From Token Spend to Business Outcomes | Harness Resource | Harness

94% of engineering leaders can't measure AI ROI.

Global AI software spend hits $2.59 trillion in 2026. Most of it is flying blind.

Your developers are burning tokens. Your agents are running in production. The invoice keeps climbing. But nobody can answer the one question that matters: is any of it working?

The AI ROI Playbook

This ebook is the framework for connecting AI investment to what actually counts: shipped software, resolved tickets, and revenue.

Inside, you'll learn how to:

Kill tokenmaxxing. Stop rewarding engineers for burning tokens instead of shipping code. Track ship rate, not acceptance rate.

Turn invoices into insight. Trace every dollar of agent spend to the session, the model call, the outcome, not just a line item that grows every month.

Speak the language of your CFO. Understand the unit economics that turn AI from a budget risk into a board-level investment case.

Run the 90-day plan. A practical roadmap from "we spent X on AI" to "we spent X and produced Y."

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Published
June 30, 2026

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