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


The winning creative uses a 15-second video format, while the fatigued ad is a static banner. The winner achieves a 0.0128 CTR compared to the source’s 0.0054 CTR. Moving to video correlates with increased engagement in this gaming cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.