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


The winning creative features fewer people on-screen. While the fatigued ad shows three people, the winner shows only one. This attribute correlates with higher engagement in the cohort; the winner achieved a 0.00713 CTR versus the source’s 0.00559 CTR.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.