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


The winning creative moved from a static banner to a 12-second video. While the source creative had a 0.00277 CTR, the video version achieved a 0.00901 CTR. This format 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.