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


The winning creative uses a 30-second video format, while the fatigued ad is only 5 seconds long. The winner achieves a significantly higher ROAS of 3.23 versus 1.22. Increasing ad length correlates with improved performance in this gaming cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.