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


The winning creative uses a user-generated style, while the fatigued creative does not. This attribute correlates with higher engagement in the cohort; the winner achieved a 0.00713 CTR versus the source’s 0.004198. Testing a user-generated look and feel is the most impactful change to explore.
Confidence 95% · generated from attribute deltas.