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


The winning creative uses a 20-second video format, while the fatigued creative is a static banner. This format correlates with higher engagement in the gaming cohort – the winner achieved a 0.013 CTR versus the source’s 0.006. Consider shifting to video.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.