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 6-second video. This change correlates with higher engagement in the gaming cohort; the winner achieved a 0.0094 CTR versus the source’s 0.0066 CTR. Consider testing a video version of your creative.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.