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


The winning creative features a longer video format (20 seconds) compared to the fatigued ad (10 seconds). This attribute correlates with higher engagement in the gaming cohort, as the winner achieved a 0.0114 CTR versus the source’s 0.0096. Consider extending your video length.
Confidence 95% · generated from attribute deltas.