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


The winning creative has significantly less on-screen text (0.187) compared to the fatigued version (0.462). This attribute correlates with higher engagement in the gaming cohort, as the winner achieved a 0.0123 CTR versus the source’s 0.0061 CTR. Simplifying the visual may improve performance.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.