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


The winning creative has a significantly higher visual freshness. This attribute correlates with higher engagement in the food delivery cohort, with the winner achieving a 0.00825 CTR versus the fatigued creative’s 0.00409. Prioritizing fresh visuals could improve performance.
Confidence 95% · generated from attribute deltas.