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 (0.223 vs 0.582). This attribute correlates with higher engagement; the winner achieved a 0.00825 CTR and 0.102 CVR, compared to the source’s 0.00299 CTR and 0.083 CVR. Simplifying the image is the key lever.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.