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


The winning creative has significantly higher visual clutter (0.445) compared to the fatigued version (0.244). This attribute correlates with higher engagement in the entertainment vertical. While the source ad achieved a 0.0065 CTR, the winner saw a 0.0071 CTR.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.