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


The winning creative significantly reduces the amount of on-screen text (0.187 vs 0.509). This attribute correlates with higher engagement in the gaming cohort, as the winner achieved a 0.01229 CTR compared to the source’s 0.00618 CTR. Focus on simplifying your visual messaging.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.