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 only 10 seconds long. The winner achieves a 0.0116 CTR and 0.207 CVR, compared to the source’s 0.0050 CTR and 0.191 CVR. Increasing ad length correlates with higher engagement in this gaming cohort.
Confidence 95% · generated from attribute deltas.