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


The winning creative is 8 seconds long, while the fatigued creative is 5 seconds. This difference correlates with higher engagement; the winner achieved a 0.0086 CTR versus the source’s 0.0075. Extending your video length is the single most impactful change to test.
Confidence 95% · generated from attribute deltas.