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 12-second video. While the source had a 0.0051 CTR and the winner a 0.0090 CTR, this format change correlates with increased attention and performance in this cohort. Consider testing video assets.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.