Muneeb.

Case study 01 · Paid Media · Experimentation

Cut CAC by 65% by rebuilding the creative testing engine and pruning underperforming audiences.

Series B DevTools SaaS

-65%
CAC
Steady
Trial volume
2 quarters
Time to result
Fig. 02 · The outlierThe one variant carrying the account

Problem

CAC had crept up 3 quarters in a row as the team scaled spend without a structured way to test creative or audiences. Every campaign was a one-off; nothing compounded.

Approach

  • Rebuilt the account structure around a creative-testing framework with clear statistical thresholds.
  • Introduced a weekly experiment cadence across hooks, formats, and landing pages.
  • Shifted budget from broad prospecting to intent-rich retargeting and lookalikes informed by product usage data.

Execution

  • Shipped 40+ creative variants across Meta and LinkedIn in the first quarter.
  • Built a lightweight AI pipeline to generate and score ad copy variants before they reached spend.
  • Instrumented attribution to tie ad-level spend to trial activation, not just clicks.

Outcome

CAC dropped 65% over two quarters while trial volume held steady, freeing budget to reinvest into the channels that were actually compounding.

SM