Myth: engagement pods boost reach

Myth: engagement pods boost reach
Early likes from pods don't transfer to non-follower reach. n=210 accounts (paired pod vs solo posts), 30-day window.

— Pod posts: +41% likes in first hour
— Non-follower reach delta: +1.2% (within noise)
— Save rate: -0.3 percentage points (pod engagers don't save)

The algorithm weighs saves/sends/watch-time, not raw early likes. Pods inflate the vanity metric the ranking system has learned to discount. So what: pods move the number you see, not the number that matters.