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


The winning creative shows significantly higher engagement with no people on-screen, while the fatigued creative features four. Given the high impact of this difference, prioritizing visuals without people is the most actionable step. The winner achieved a 0.0116 CTR versus the source’s 0.0058 CTR.
Confidence 95% · generated from attribute deltas.