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


The winning creative uses a 12-second video format, while the fatigued ad is a static banner. This change correlates with significantly higher engagement: the winner achieved a 0.009 CTR and 0.071 CVR, compared to the source’s 0.004 CTR and 0.043 CVR.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.