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


The winning creative features one person on-screen, while the fatigued version has none. The winner achieved a 0.0071 CTR and 0.101 CVR, compared to the source’s 0.0037 CTR and 0.084 CVR. Including a face correlates with higher engagement in this entertainment cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.