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 creative shows none. The winner achieved a 0.0083 CTR and 0.102 CVR, compared to the source’s 0.0034 CTR and 0.087 CVR. 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.