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


The winning creative has significantly more on-screen text (39.1% vs. 10.7%). This attribute correlates with higher engagement in the entertainment cohort, as the winner achieved a 0.0071 CTR compared to the fatigued creative’s 0.0050 CTR. 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.