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


The winning creative features a 30-second video, while the fatigued ad is 15 seconds long. This difference correlates with a higher click-through rate – the winner achieved 0.0123 versus 0.0058 for the source. Consider extending your video length.
Confidence 95% · generated from attribute deltas.