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


The winning creative moved from a static banner to a 12-second video. This correlates with a higher CTR (0.00558 vs 0.00374) and ROAS (9.36 vs 5.38) in this 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.