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


The winning creative features one person on-screen, while the fatigued ad shows none. The winner achieved a 0.0072 CTR versus 0.0049 for the source, and a higher ROAS of 11.44 versus 6.85. Including people correlates with higher engagement in this travel cohort.
Confidence 95% · generated from attribute deltas.