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 (a score of 0.02 versus 0.1 in the fatigued version). This attribute correlates with higher engagement in the cohort; the winner achieved a 0.0066 CTR compared to the source’s 0.0044. Prioritizing a cleaner visual presentation is the most impactful change to test.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.