Article
A/B test ad formats systematically
Compare image, video, carousel, and text formats across segments to find which earns the most clicks from each audience.
Summary
This lesson explains how to run structured A/B tests on your ad formats so you can identify what earns the highest click-through rate. You will learn how to isolate variables, set up clean tests, read results correctly, and build a testing cadence that compounds improvements over time.
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.