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 change correlates with a higher CTR (0.00558 vs 0.00313) and ROAS (9.36 vs 5.57) in this cohort. Consider testing a video format to revitalize performance.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.