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


The winning creative shifted from a static banner to an 8-second video. This change correlates with higher engagement in the travel cohort; the winner achieved a 0.0086 CTR versus the fatigued creative’s 0.0069 CTR. Consider transitioning to video.
Confidence 95% · generated from attribute deltas.