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


The winning creative moved from a static banner to a 30-second video. This format correlates with higher engagement in the gaming cohort, with the winner achieving a 0.0123 CTR versus the fatigued creative’s 0.0076 CTR. Prioritize video assets.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.