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 (62.9% vs 22.1%). This attribute correlates with higher engagement in the food delivery cohort. While the source ad had a 0.0086 CTR, the winner achieved a 0.0083 CTR.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.