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, correlating with a higher CTR (0.00859 vs 0.00644). While other attributes changed, this difference had the highest impact score. Consider testing longer video durations.
Confidence 95% · generated from attribute deltas.