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


The winning creative has a significantly higher visual freshness – it feels much fresher than the current ad. Given the high impact of this difference, updating the visual to feel new and exciting is the single most promising lever to test. The winner achieved a 0.0071 CTR versus the source’s 0.0049.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.