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 a 15-second video. This correlates with a significant increase in performance: the winner achieved a 0.0063 CTR versus the fatigued creative’s 0.0031 CTR. Consider testing a video format for your campaign.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.