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


The winning creative has significantly less visual clutter (0.232) compared to the fatigued version (0.487). This attribute correlates with higher engagement in the cohort, as the winner achieved a 0.0072 CTR versus the source’s 0.0057 CTR. Simplifying the image could improve performance.
Confidence 95% · generated from attribute deltas.