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


The winner's novelty score sits well above average for its cohort. Your fatigued creative is one of several near-duplicates in the portfolio — audience saturation is suppressing CTR.
Confidence 74% · generated from attribute deltas.