Scaling Winners, Killing Losers—Fast
When a test beats your thresholds for two consecutive cycles, increase budget by twenty to thirty percent, never doubling overnight. Ramp with creative refreshes to avoid fatigue and maintain your acquisition efficiency.
Scaling Winners, Killing Losers—Fast
Track cost per incremental conversion, not averages. As frequency climbs, performance may erode. Diversify audiences and offers before returns flatten, and reallocate budget toward healthier, lower-saturation opportunities.