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


The winning creative features two people on-screen, compared to one in the fatigued version. This attribute correlates with higher engagement in the gaming cohort – the winner achieved a 0.013 CTR versus 0.0084 for the source creative. Prioritize visuals with more people.
Confidence 95% · generated from attribute deltas.