A short readiness check for teams that want benchmark findings they can act on.
First, confirm that every KPI has one owner and one agreed formula. Second, document how anonymous and authenticated users are joined. Third, separate paid, organic and partner acquisition. Fourth, mark releases and campaigns on the reporting timeline. Finally, decide what action each metric could trigger. If a number cannot change a decision, it may belong in background reporting rather than the executive scorecard.
Keep the comparison useful
Record the metric formula, included population, source and date alongside every benchmark. Revisit the comparison when your acquisition strategy, product experience or audience changes materially. Context is part of the measurement, not a footnote.