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


The winning creative features three people on-screen, while the fatigued creative shows only one. The winner achieved a 0.0102 CTR compared to the source’s 0.0065 CTR. Increasing the number of people visible in your ad may improve engagement within this gaming cohort.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.