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


The winning creative features three people on-screen, compared to none in the fatigued version. This correlates with a higher CTR (0.00825 vs 0.00578) and ROAS (2.922 vs 1.958). Prioritize visuals with people to capture attention.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.