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. This difference correlates with higher engagement: the winner achieved a 0.0090 CTR versus the source’s 0.0043 CTR. Consider shifting to video.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.