Playbook: detect engagement-pod damage in your data

Playbook: detect engagement-pod damage in your data
Pod-driven engagement correlates with a 19% lower reach rate over 60 days (n=85 accounts, 60-day window). Mismatched signals get throttled.
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Compare engagement-rate to reach-rate: high ER with flat reach is the tell.
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Check engagement timing — clustered within 5 minutes of posting reads as inorganic.
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Map commenters against your reached audience; pod accounts rarely appear in 'reached'.
Reach rate by signal pattern:
Pod-heavy: ██ 11% | Mixed: ████ 17% | Organic: ██████ 22%
So what: the algorithm weighs engagement quality against reach. Concentrated, non-reached engagement suppresses distribution — clean signals outperform inflated ones.