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


The winning creative uses a 12-second video format, while the fatigued creative is a static banner. The winner achieved a 0.009 CTR and 0.071 CVR, compared to the source’s 0.005 CTR and 0.056 CVR. Switching to video correlates with increased engagement in this ecommerce cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.