Generating analysis with Gemma 4 · finding the closest twin and diffing attributes
generating
8 high-impact attribute differences


The winning creative uses a 10-second video, while the current ad is a static banner. This format change correlates with higher engagement: the winner achieves a 0.0102 CTR versus the current ad’s 0.0048 CTR, and a 0.1892 CVR compared to 0.1586. Consider testing a short video.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.