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


The winning creative is a static banner, while the fatigued creative is a 6-second video. This format change correlates with improved performance; the winner achieved a 0.0071 CTR and 0.101 CVR, compared to the source’s 0.0069 CTR and 0.099 CVR.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.