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 0.009 CTR and 0.071 CVR, compared to the source’s 0.007 CTR and 0.068 CVR.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.