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Applied AI·October 27, 2026·1 min read

AI success depends on business outcomes, not usage vanity metrics

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Token counts and MAUs are the new pageviews — easy to grow, easy to misread. If your AI program isn’t tied to cycle time, error rates, or margin, you’re optimizing for screenshots, not survival.