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 15-second video. This correlates with a higher click-through rate (0.00629 vs 0.00352) and conversion rate (0.121 vs 0.086) in this cohort. Consider testing a video format.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.