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The caveat about portfolio-skewed benchmarks is as valuable as the benchmark itself. In our workflow reviews, a headline ratio becomes useful only after its source, cohort, and decision context travel with it. Otherwise 47/31 quickly turns from a directional reference into an organizational prescription. The stronger signal here may be the combination of higher RevOps allocation and continued human hiring: automation is changing coordination work, not simply removing people. Which leading indicator would you trust most to distinguish genuine technical orchestration from a renamed operations function?

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