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


The winning creative has significantly more on-screen text (0.391 vs 0.191). This attribute correlates with higher engagement in this entertainment cohort, as the winner achieved a 0.00713 CTR compared to the source’s 0.00597. Consider increasing the amount of text in your ads.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.