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


The winning creative features three people on-screen, while the fatigued creative shows none. This attribute correlates with higher engagement in the cohort; the winner achieved a 0.00825 CTR versus the source’s 0.005785. Prioritize creatives with people.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.