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


The winning creative uses a 6-second video, while the fatigued creative is a static banner. This format correlates with higher engagement in the gaming cohort – the winner achieved a 0.0094 CTR versus the source’s 0.0041. Consider testing video.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.