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


The winning creative moved from a static banner to a 10-second video. This change correlates with significantly higher engagement: the winner achieved a 0.0066 CTR and 0.123 CVR, compared to the fatigued creative’s 0.0025 CTR and 0.092 CVR. Consider testing video formats.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.