Key Takeway

A/B tests to optimize marketing content can determine what works—but not why. This limits generalization and may even optimize for “click bait” rather than truly engaging content. Using LLMS to first generate and test hypotheses about audience reactions can help marketers generate more effective, trustworthy, and strategically aligned content.