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


The winning creative incorporates a user-generated style, while the fatigued version does not. This attribute correlates with higher engagement in this ecommerce cohort – the winner achieved a 0.0090 CTR versus 0.0084 for the source. Consider testing more user-generated content.
Confidence 95% · generated from attribute deltas.