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


The winning creative uses a 10-second video format, while the fatigued creative is 30 seconds long. This difference correlates with higher engagement; the winner achieved a 0.0102 CTR compared to the source’s 0.0079 CTR. Consider shortening your video length.
Confidence 95% · generated from attribute deltas.