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


The winning creative has a significantly higher visual freshness (0.773 vs 0.364). This attribute correlates with higher engagement in the travel cohort. While both creatives achieved similar CTRs (0.0073 vs 0.0072), the fresher visual drove a higher ROAS (11.44 vs 9.77).
Confidence 95% · generated from attribute deltas.