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


The winning creative features three people on-screen, compared to two in the fatigued version. This attribute correlates with higher engagement in the cohort – the winner achieved a 0.0086 CTR versus 0.0050 for the source creative. Consider adding another person to your visuals.
Confidence 85% · generated from attribute deltas.