Generating analysis with Gemma 4 · finding the closest twin and diffing attributes
generating
9 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 0.009 CTR and 3.22 ROAS compared to the source’s 0.0057 CTR and 2.50 ROAS. Prioritizing a discount badge is likely to improve performance.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.