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


The winning creative has a significantly higher visual freshness. The fatigued creative (0.302) shows a much less fresh visual compared to the winner (0.871). This attribute correlates with higher engagement in the cohort, as the winner achieved a 0.0083 CTR versus the source’s 0.0049 CTR.
Confidence 95% · generated from attribute deltas.