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


The winning creative has a discount badge, while the fatigued creative does not. This attribute correlates with higher engagement in the cohort: the winner achieved a 0.009 CTR and 0.071 CVR, compared to the source’s 0.006 CTR and 0.052 CVR. Prioritize adding a discount badge.
Confidence 95% · generated from attribute deltas.