Generating analysis with Gemma 4 · finding the closest twin and diffing attributes
generating
11 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 compared to 0.00516 for the source. Including people in your visuals correlates with higher engagement in this food delivery cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.