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


The winning creative has significantly more on-screen text (62.9% vs. 17.2%). This attribute correlates with higher engagement in the food delivery cohort, as the winner achieved a 0.0083 CTR compared to the fatigued creative’s 0.0030. 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.