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


The winning creative has significantly less visual clutter (0.223 vs 0.508) and achieves a 0.0083 CTR compared to the fatigued creative’s 0.0041 CTR. Simplifying the image appears to correlate with higher engagement in this food delivery cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.