Generating analysis with Gemma 4 · finding the closest twin and diffing attributes
generating
10 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 0.0090 CTR versus the source’s 0.0084. Adding a discount badge is the single most impactful change you can test.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.