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


The winning creative uses a 12-second video format, while the fatigued creative is a static banner. The winner achieves a 0.009 CTR and 0.071 CVR, compared to the source’s 0.0045 CTR and 0.059 CVR. Switching to video correlates with increased engagement in this cohort.
Confidence 95% · generated from attribute deltas.