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


The winning creative is 10 seconds long, while the fatigued version is 6 seconds. This difference correlates with higher engagement; the winner achieved a 0.00898 CTR versus 0.00661 for the source. Consider extending your video length.
Confidence 95% · generated from attribute deltas.