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 a significant increase in performance: the winner achieved a 0.009 CTR and 0.071 CVR, compared to the source’s 0.0035 CTR and 0.062 CVR. Consider testing a video format.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.