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


The winning creative features one person on-screen, while the fatigued creative has none. The winner achieves a 0.0114 CTR and 0.218 CVR, compared to the source’s 0.0055 CTR and 0.189 CVR. Including a person in your ad correlates with higher engagement in this gaming cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.