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


The winning creative features a 10-second video, while the fatigued creative is 5 seconds long. This difference correlates with higher engagement: the winner achieved a 0.0102 CTR versus the source’s 0.0056. Consider extending your video length.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.