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


The winning creative features a longer video format (20 seconds) compared to the fatigued ad (12 seconds). This difference correlates with a higher CTR (0.0104 vs 0.0046) and significantly improved ROAS (2.84 vs 1.01) within this gaming cohort. Consider extending your video length.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.