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


The winning creative features three people on-screen, while the fatigued ad has none. The winner achieved a 0.0083 CTR compared to the source’s 0.0049 CTR. 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.