Generating analysis with Gemma 4 · finding the closest twin and diffing attributes
generating
← Back to detail45% similar · entertainment × rewarded_video
Why is your fatigued creative losing to its twin?
11 high-impact attribute differences
Your fatigued creativeWatch
23Health
Exclusive tonight#500106 · product-focus · trending
ROAS1.71×
CTR0.59%
CVR10.8%
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Twin winnerScale
49Health
Binge starts now#500898 · drama · exclusive
ROAS4.21×
CTR0.71%
CVR10.1%
Vision insight · preview
User-Generated Style Drives Higher Engagement
The winning creative incorporates a user-generated style, while the fatigued creative does not. This attribute correlates with higher engagement in this entertainment cohort; the winner achieved a 0.0071 CTR versus the source’s 0.0059. Consider testing user-generated content in your next iteration.
Confidence 95% · generated from attribute deltas.
Attribute diffs · where the winner pulls ahead
FieldYoursTwinDirectionImpactthemeproduct-focusdrama→hook typetrendingexclusive→cta textStart nowWatch now→dominant colorredblue→emotional tonetrustworthyurgent→duration sec150↓text density0.240.39↑clutter score0.570.45↓novelty score0.910.88↓has ugc style01↑faces count31↓
Winning patterns in this cohort
0 of 0 top performers · entertainment / rewarded_videoCohort sample is too small to detect winning attribute patterns.