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


The winning creative moved from a static banner to a 12-second video. This change correlates with higher engagement: the winner achieved a 0.009 CTR versus the fatigued creative’s 0.0056 CTR. Consider testing video to revitalize performance.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.