SAME-PROMPT BENCHMARK · AUGUST 2026

Best AI Video Model for Plan Produit

E-commerce, publicités, rotations de produits en studio. We gave five models the identical brief on ManifoldGen — here are the actual generations, ranked.

THE EXACT PROMPT EVERY MODEL RAN

A sleek matte-black smartwatch rotates slowly on a reflective obsidian pedestal, dramatic studio rim lighting, macro detail on the textured crown, premium product commercial

WINNER

generation pending
Seedance 2Winner
Seedance 2 Détail matériel le plus net ; les reflets se comportent comme du vrai verre. Try Seedance 2

THE REST OF THE FIELD — SAME PROMPT

LTX 2#2
generation pending
Seedance 2 Fast#3
Manifold H3#4
generation pending
Wan#5
RANKMODELWHY IT PLACED HEREMEDIAN SPEED*
1Seedance 2Détail matériel le plus net ; les reflets se comportent comme du vrai verre.
2LTX 2Rotation nette et éclairage premium au coût par clip le plus bas.65s
3Seedance 2 FastNet mais avec une rotation légèrement plus rapide et moins contrôlée.
4Manifold H3Ambiance sombre, la macro de la couronne s'adoucit brièvement.264s
5WanConcept correct, reflets spéculaires les moins raffinés.

*Median wall-clock time across this model's completed runs in our harness. Placements are editorial calls made from these exact generations — watch the clips above and disagree with us. Generations for this category are still running.

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