Generating analysis with Gemma 4 · finding the closest twin and diffing attributes
generating
← Back to detail71% similar · ecommerce × rewarded_video
Why is your fatigued creative losing to its twin?
10 high-impact attribute differences
Your fatigued creativeRescue
29Health
New collection drop#500407 · product-focus · free shipping
ROAS3.21×
CTR0.73%
CVR6.8%
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Twin winnerScale
67Health
Up to 40% off#500371 · reward · free shipping
ROAS3.22×
CTR0.90%
CVR7.1%
Vision insight · preview
User-Generated Content Drives Higher Engagement
The winning creative incorporates a user-generated style, while the fatigued version does not. This attribute correlates with higher engagement in the cohort; the winner achieved a 0.009 CTR versus the source’s 0.0073. Testing a user-generated content aesthetic could revitalize performance.
Confidence 95% · generated from attribute deltas.
Attribute diffs · where the winner pulls ahead
FieldYoursTwinDirectionImpactthemeproduct-focusreward→cta textClaim rewardStart now→dominant colorredblue→emotional tonetrustworthycalm→duration sec2012↓text density0.590.53↓clutter score0.450.47↑novelty score0.640.60↓has ugc style01↑faces count02↑
Winning patterns in this cohort
0 of 0 top performers · ecommerce / rewarded_videoCohort sample is too small to detect winning attribute patterns.