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


The winning creative performs significantly better without a user-generated style. The source creative had a CVR of 0.082, while the winner achieved 0.102. Removing the user-generated look correlates with higher engagement in this food delivery cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.