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


The winning creative uses a 10-second video, while the fatigued ad is a static banner. This format change correlates with a higher CTR (0.01016 vs 0.00477) and ROAS (2.174 vs 1.273) in this cohort. Consider testing video to re-engage your audience.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.