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


The winning creative features fewer people on-screen. The fatigued creative (CTR 0.0048) shows three people, while the winner (CTR 0.0071) shows only one. Reducing the number of people on-screen correlates with higher engagement in this cohort.
Confidence 95% · generated from attribute deltas.