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 ad does not. This attribute correlates with higher engagement in the travel cohort; the winner achieved a 0.00679 CTR and 0.06498 CVR, compared to the source’s 0.00526 CTR and 0.05649 CVR. Test incorporating user-generated content.
Confidence 95% · generated from attribute deltas.