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


The winning creative features one person on-screen, while the fatigued creative shows none. This attribute correlates with higher engagement in this entertainment cohort; the winner achieved a 4.21 ROAS versus 1.96 for the source. Consider adding a relevant face to your creative.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.