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


The winning creative shows significantly higher engagement without people on-screen. The fatigued creative has two people visible, while the winner has none. The winner achieved a 0.0136 CTR versus the source’s 0.0096 CTR. Removing faces correlates with higher engagement in this gaming cohort.
Confidence 95% · generated from attribute deltas.