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


The winning creative features two people on-screen, while the fatigued creative shows only one. The winner achieved a 0.0090 CTR and 0.0705 CVR, compared to the source’s 0.0073 CTR and 0.0659 CVR. Increasing the number of people visible in your ad may improve performance.
Confidence 95% · generated from attribute deltas.
Cohort sample is too small to detect winning attribute patterns.