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


The winning creative shifted from a static banner to an 8-second video. This correlates with higher engagement: the winner achieved a 0.0086 CTR versus the fatigued creative’s 0.0058 CTR. Consider testing video formats to revitalize performance.
Confidence 95% · generated from attribute deltas.