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


The winning creative moved from a static banner to a 10-second video. While the source creative had a 0.0056 CTR, the winner achieved 0.0102. This format change correlates with increased engagement in the gaming vertical.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.