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


The winning creative features a 20-second video, while the fatigued creative is 10 seconds long. This difference correlates with engagement in the gaming vertical. While both creatives have a similar CTR (0.0119 vs 0.0114), extending the video length is the most impactful change to test.
Confidence 90% · generated from attribute deltas.