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


The winning creative uses a 20-second video, while the fatigued creative is 10 seconds long. This difference correlates with performance; the winner achieved a 0.0114 CTR and 0.218 CVR, while the source had a 0.0119 CTR and 0.230 CVR. Consider extending your video length.
Confidence 90% · generated from attribute deltas.