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 creative is a static banner. This format correlates with a higher CTR (0.0090 vs 0.0046) in this cohort. Consider transitioning to video to revitalize performance.
Confidence 95% · generated from attribute deltas.