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


The winning creative features two people on-screen, while the fatigued ad has none. This attribute correlates with higher engagement in the cohort; the winner achieved a 0.0090 CTR versus the source’s 0.0078. Consider incorporating people into your visuals.
Confidence 95% · generated from attribute deltas.