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


The winning creative features three people on-screen, while the fatigued version has none. The winner achieved a 0.00825 CTR and 0.102 CVR, compared to the source’s 0.00764 CTR and 0.089 CVR. Including people in your visuals correlates with higher engagement in this food delivery cohort.
Confidence 95% · generated from attribute deltas.