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


The winning creative has significantly more on-screen text (39.1% vs 5%). This attribute correlates with higher engagement in the entertainment cohort, as the winner achieved a 0.0071 CTR and 0.101 CVR compared to the source’s 0.0048 CTR and 0.089 CVR. Consider increasing the amount of text in your ad.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.