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


The winning creative features a longer video format (20 seconds) compared to the fatigued version (5 seconds). This correlates with a higher overall CTR (0.0114 vs 0.0062) and ROAS (2.05 vs 0.88) within this gaming segment. Consider testing longer video durations.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.