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


The winning creative incorporates a user-generated style, while the fatigued ad does not. This attribute correlates with higher engagement in the entertainment vertical. The winner achieved a 0.0071 CTR versus the source’s 0.0064, and a significantly higher ROAS of 4.21 compared to 1.84.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.