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


The winning creative leverages a user-generated content style, while the fatigued creative does not. This attribute correlates with higher engagement in the cohort, as the winner achieved a 0.00713 CTR and 0.101 CVR compared to the source’s 0.00330 CTR and 0.076 CVR.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.