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


The winning creative has significantly less visual clutter (0.223 vs 0.582). This attribute correlates with higher engagement in the cohort, as the winner achieved a 0.00825 CTR compared to the fatigued creative’s 0.00350. Prioritize simplifying your visuals.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.