Technology · 2025 · AI content production + brand scaling retainer
The AI creative system that out-tested humans
340 variants per week, 44% reduction in CPI
01 · The Challenge
A consumer tech brand needed creative velocity at a scale no human agency could economically deliver — and quality could not slip. Their app install CAC was rising every quarter.
02 · The Approach
We built a closed-loop AI content system. Master assets fed a variant engine. Performance data fed back into prompt engineering. Top creatives were retained and remixed weekly.
03 · Execution
- 01AI variant generation pipeline
- 02Performance data feedback loop
- 03Weekly creative refresh cycle
- 04Brand-safety filter layer
- 05Performance media buying
- 06Always-on testing matrix
04 · Before vs After
The shape of the
transformation.
Cost per Install
Variants / Week
Return on Ad Spend
Brand-Safety Incidents
Click-through Rate
05 · The Growth Curve
Monthly qualified
demand, compounded.
Monthly leads
Pre-engagement → present
CAC trajectory
Cost per acquisition (lower is better)
Revenue / value pipeline (indexed)
Monthly contribution since engagement start
06 · Service Mix
Where the effort
actually went.
07 · The visual story
08 · Results
44%
CPI reduction
340/wk
Variants shipped
3.1x
ROAS on cold audiences
0
Brand-safety incidents