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, 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 the source’s 0.0102. Consider increasing the number of people visible in your ads.
Confidence 95% · generated from attribute deltas.