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


The winning creative has significantly more visual clutter (0.445) than the fatigued version (0.225). This attribute correlates with higher engagement in the entertainment cohort, as the winner achieved a 0.0071 CTR versus the source’s 0.0054. Prioritize increasing visual complexity.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.