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. This change correlates with higher engagement in the fintech cohort, as the winner achieved a 0.0056 CTR versus the fatigued creative’s 0.0038 CTR. Consider testing a video format.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.