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


The winning creative moved from a static banner to a 10-second video. This change correlates with a higher CTR (0.0102 vs 0.0060) and ROAS (2.17 vs 1.66) in this gaming cohort. Consider adapting your creative to a video format.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.