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


The winning creative incorporates a user-generated style, while the fatigued creative does not. This attribute correlates with higher engagement in the cohort. The winner achieved a 0.0090 CTR and 0.0705 CVR, compared to the source’s 0.0059 CTR and 0.0670 CVR.
Confidence 95% · generated from attribute deltas.