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


The winning creative has significantly less visual clutter (0.223 vs 0.49). This attribute correlates with higher engagement in the cohort, as the winner achieved a 0.0083 CTR compared to the source’s 0.0033. Simplifying the image could improve performance.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.