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


The winning creative moved from a static banner to a 15-second video. This correlates with a significant jump in performance: the winner achieved a 0.0085 CTR versus the fatigued creative’s 0.0040 CTR. Prioritize video format to revitalize this campaign.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.