Generating analysis with Gemma 4 · finding the closest twin and diffing attributes
generating
9 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 entertainment vertical. The winner achieved a 0.00713 CTR and 4.21 ROAS, compared to the source’s 0.00636 CTR and 1.84 ROAS.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.