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


The winning creative uses a 10-second video format, while the fatigued creative is 20 seconds long. This shorter length correlates with higher engagement in this gaming cohort, as the winner achieved a 0.0119 CTR versus the source’s 0.0114 CTR.
Confidence 95% · generated from attribute deltas.