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


The winning creative features a discount badge, while the fatigued version does not. This attribute correlates with higher engagement in the cohort; the winner achieved a 0.0066 CTR and 0.123 CVR, compared to the source’s 0.0042 CTR and 0.106 CVR. Consider adding a badge.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.