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


The winning creative moved from a static banner to a 20-second video. This change correlates with significantly higher performance: the winner achieved a 0.014 CTR and 0.21 CVR, compared to the source’s 0.006 CTR and 0.18 CVR. Test animating your creative.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.