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


The winning creative has significantly more visual clutter (0.467) than the fatigued version (0.255). This attribute correlates with higher engagement in this ecommerce segment, as the winner achieved a 0.009 CTR versus the source’s 0.0068 CTR. Consider increasing the density of visual elements.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.