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


The winning creative features a discount badge, while the fatigued version does not. This attribute correlates with higher engagement in the travel cohort; the winner achieved a ROAS of 10.09 compared to 6.34 for the source. Adding a badge is the single most impactful change to test.
Confidence 95% · generated from attribute deltas.