💎 Improving revenue quality through creative strategy optimization.

Creative strategy / Revenue quality

Similar acquisition costs concealed very different customer value. Creative strategy shifted toward the intent and cohorts that paid back.

+20–35% blended LTV / −25–40% low-quality user share / Stable CAC

📍 The starting point.

Campaigns delivered comparable acquisition costs, but customer value varied widely. Some inexpensive cohorts left early, while others monetized much better.

🔍 What we found.

At similar CAC, lifetime value differed by two to three times. Specific creative angles consistently attracted more valuable customers, so acquisition cost alone hid the problem.

🔧 What we changed.

We grouped creative by customer intent, tested different motivations and separated traffic by expected value. Budget followed stronger cohorts, while low-value angles were removed.

🧱 What we built.

A creative decision system linked to downstream monetization, with intent-based traffic flows and spend allocation informed by customer quality.

📈 Where it landed.

Blended lifetime value improved by 20–35%. The share of low-quality users fell by 25–40%, while customer acquisition cost stayed stable.