
The AI agent ROI playbook
July 21, 2026•28 min read
The measurement machinery for AI agents: a self-test against your own past, a PM dashboard you refresh in one command, and the role-by-role setup that makes ROI real.
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The measurement machinery for AI agents: a self-test against your own past, a PM dashboard you refresh in one command, and the role-by-role setup that makes ROI real.

Measuring AI agent ROI without fooling yourself: outcomes over activity, how to catch an agent going bad, and why product teams and outsourcing teams count it differently