Generating analysis with Gemma 4 · finding the closest twin and diffing attributes
generating
10 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 higher engagement in this entertainment segment, as the winner achieved a 0.0071 CTR versus the source’s 0.0056. Consider testing a static image.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.