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


The winning creative features three people on-screen, compared to one in the fatigued version. This attribute correlates with higher engagement in the cohort; the winner achieved a 0.00825 CTR versus 0.00627 for the source. Prioritize visuals with more people.
Confidence 95% · generated from attribute deltas.