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


The winning creative uses a 10-second video format, while the fatigued creative is 30 seconds long. This correlates with a higher click-through rate – the winner achieved 0.0102 vs. 0.0058 for the source. Consider shortening your video length.
Confidence 95% · generated from attribute deltas.