Introduction
Different audiences respond to different formats. A video that works on LinkedIn might underperform on Meta. A carousel that converts for one segment might confuse another. This chapter gives you a structured approach to testing ad formats across your key audiences. You will learn how to set up fair comparisons, run tests long enough to get meaningful results, and build a format playbook for each channel and segment.
