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


The winning creative has a significantly higher visual freshness. The fatigued creative (0.54) saw a 0.61% CTR, while the winner (0.871) achieved 0.83%. Focusing on fresher visuals correlates with higher engagement in this food delivery cohort.
Confidence 95% · generated from attribute deltas.