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


The winning creative features a longer ad length (20 seconds) compared to the fatigued version (12 seconds). This difference correlates with higher engagement; the winner achieved a 0.0104 CTR versus the source’s 0.00678. Consider extending your video duration.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.