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


The winning creative features a 20-second video, while the fatigued creative is 10 seconds long. This difference correlates with higher engagement; the winner achieved a 0.0095 CTR versus the source’s 0.0076 CTR. Consider extending your video length.
Confidence 95% · generated from attribute deltas.