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


The winning creative shifted from a static banner to a 20-second video. This correlates with a significant increase in performance: the winner achieved a 0.013 CTR versus the fatigued creative’s 0.006 CTR. Consider transitioning to video.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.