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Applied AI·November 9, 2026·1 min read

Since tokenmaxxing is the wrong metric for AI ROI, what is the right one?

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Treat token counts like CPU cycles—an input cost, not a success metric. If your AI program reviews don’t show workflow delta, error rates, and unit economics per task, you’re optimizing the wrong thing.