Generating analysis with Gemma 4 · finding the closest twin and diffing attributes
generating
← Back to detail68% similar · ecommerce × rewarded_video
Why is your fatigued creative losing to its twin?
9 high-impact attribute differences
Your fatigued creativeRescue
21Health
Your next favorite pick#500982 · testimonial · last-minute deal
ROAS2.92×
CTR0.76%
CVR7.8%
⟷
Twin winnerScale
67Health
Up to 40% off#500371 · reward · free shipping
ROAS3.22×
CTR0.90%
CVR7.1%
Vision insight · preview
Increase visual clutter for higher engagement.
The winning creative has significantly more visual clutter (0.467) than the fatigued version (0.183). This attribute correlates with higher engagement in this ecommerce/rewarded video cohort, as the winner achieved a 0.009 CTR versus the source’s 0.0076. Consider increasing the density of visual elements.
Confidence 95% · generated from attribute deltas.
Attribute diffs · where the winner pulls ahead
FieldYoursTwinDirectionImpactthemetestimonialreward→hook typelast-minute dealfree shipping→cta textShop nowStart now→dominant colororangeblue→emotional toneexcitedcalm→duration sec3012↓text density0.600.53↓clutter score0.180.47↑novelty score0.640.60↓
Winning patterns in this cohort
0 of 0 top performers · ecommerce / rewarded_videoCohort sample is too small to detect winning attribute patterns.