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 version has none. This attribute correlates with higher engagement in the cohort; the winner achieved a 0.00713 CTR versus 0.00517 for the source. Consider incorporating a face into your visuals.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.