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


The winning creative features a 10-second video, while the fatigued ad is only 5 seconds long. This difference correlates with a higher CTR (0.0102 vs 0.0055) and significantly improved ROAS (2.17 vs 1.06) in this cohort. Consider extending your video length.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.