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


The winning creative features an 8-second video, while the fatigued ad is 5 seconds long. This difference correlates with higher engagement; the winner achieved a 0.0086 CTR versus the source’s 0.0072 CTR. Consider extending your video creative.
Confidence 95% · generated from attribute deltas.