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


The winning creative uses a 12-second video format, while the fatigued ad is a static banner. This difference correlates with a higher CTR (0.0090 vs 0.0043) and ROAS (3.22 vs 2.21) in this cohort. Consider transitioning to video.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.