The methodology behind our weekly budget reallocation model

The model ranks active channels by trailing payback period and confidence in the underlying conversion data, and recommends incremental budget shifts toward channels performing best on both dimensions.

Shifts are capped per cycle to avoid overreacting to short-term noise in a single week's data, since chasing every week-to-week fluctuation tends to produce worse outcomes than a steadier, evidence-based reallocation pace.