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


The winning creative removes people from the ad, correlating with a higher CTR (0.0136 vs 0.0086) and ROAS (2.40 vs 1.34). Reducing the number of people on-screen appears to be the strongest signal for improved performance in this cohort.
Confidence 95% · generated from attribute deltas.