Real results from real systems

Anonymized case studies from teams who replaced guesswork with operating systems. These are the numbers behind the narrative.

+42%
eCPM increase
97%
Payment success
-38%
CPA reduction
3wk
Fastest launch
Real results from real systems
Ad Revenue App · Multi-geo
Challenge

eCPM was 35% below market benchmark across all geos. No diagnosis framework — the team was adjusting settings randomly and hoping.

What we built

Rebuilt mediation architecture from scratch: new waterfall logic, rebalanced ad source mix, introduced daily monitoring with automated alerts. Removed 3 underperforming SDKs.

Impact

eCPM increased 42% in 6 weeks. App size reduced by 28MB. Revenue stability improved — weekly variance dropped from ±25% to ±6%.

6 weeks
Utility App · 15M+ downloads
Challenge

Payment success rate collapsed from 89% to 62% after expanding to Southeast Asia. Support tickets 5x'd. Revenue dropped $180K/month.

What we built

Full payment architecture redesign: new routing logic by market, added local PSPs for 4 countries, mapped compliance boundaries, built failure-reason taxonomy.

Impact

Payment success rate: 62% → 97%. Monthly revenue recovered and grew +$240K. Support tickets dropped 80%.

4 weeks
Social App · Series B
Challenge

$500K/month ad spend with CPA swings of 40%+ week-to-week. Creative production was ad-hoc — 12 videos per month, most variations of the same concept.

What we built

Built systematic creative pipeline (120+ videos/cycle), restructured account hierarchy, established 2-week optimization cadence with documented decision framework.

Impact

CPA reduced 38%. Creative win rate improved 4x. The team scaled to $800K/month while maintaining efficiency.

8 weeks
Gaming App · Pre-launch
Challenge

Entity structure was set up by a generalist lawyer. Three red flags identified during payment provider onboarding — application rejected twice.

What we built

Restructured entity ownership chain, corrected incorporation sequence, prepared compliance documentation package, resubmitted payment applications.

Impact

Approved by 2 payment providers within 3 weeks. Launched on schedule. Estimated $150K+ in avoided restructuring costs.

3 weeks

The best time to build the system was before launch. The second best time is now.