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


The winning creative features significantly fewer people on-screen. While both creatives achieved similar CTRs (0.0073 vs 0.0071), the winner drove a much higher ROAS (4.21 vs 2.33). Reducing the number of people shown correlates with improved performance in this cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.