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 version does not. This attribute correlates with higher engagement in the entertainment cohort – the winner achieved a 0.00713 CTR and 0.101 CVR, compared to the source’s 0.00444 CTR and 0.073 CVR. Test incorporating user-generated content.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.