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


The winning creative shifted from a static banner to a 12-second video. While the source creative had a 0.004094 CTR and ROAS of 1.71, the video format achieved a 0.009009 CTR and a ROAS of 3.22. This suggests that motion video correlates with significantly higher engagement in this ecommerce cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.