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


The winning creative uses a static banner instead of a 30-second video. While the source creative achieved a 0.00516 CTR, the winner’s static format correlates with higher engagement in this entertainment segment, and a significantly higher ROAS of 4.21 compared to 1.57.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.