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


The winning creative moved from a static banner to a 12-second video. While the source creative had a 0.0032 CTR and 0.055 CVR, the video format achieved a 0.0090 CTR and 0.071 CVR. This suggests animated formats correlate with higher engagement in this ecommerce cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.