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


The winning creative increased ad length from 5 seconds to 8 seconds. This correlates with a higher click-through rate (0.00859 vs 0.00644) in this cohort. Consider testing longer video formats to capture more attention.
Confidence 95% · generated from attribute deltas.