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 12-second video. This format correlates with higher engagement in this ecommerce cohort, increasing overall CTR from 0.0069 to 0.0090. Consider testing video assets.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.