SAME-PROMPT BENCHMARK · AUGUST 2026
Best AI Video Model for Mouvement Humain
Danseurs, athlètes, personnes réalistes en mouvement. We gave five models the identical brief on ManifoldGen — here are the actual generations, ranked.
THE EXACT PROMPT EVERY MODEL RAN
A dancer in a flowing red dress performs contemporary dance on a rain-slicked city street at night, neon reflections on wet pavement, slow-motion fabric trails, cinematic tracking shot
WINNER
THE REST OF THE FIELD — SAME PROMPT
| RANK | MODEL | WHY IT PLACED HERE | MEDIAN SPEED* |
|---|---|---|---|
| 1 | Seedance 2 | Dynamique des tissus et jeu de jambes les plus nets ; les reflets néon restent physiquement plausibles. | — |
| 2 | Manifold H3 | Changements de pose expressifs, détails légèrement plus doux sur les mains. | 264s |
| 3 | Wan | Rythme solide mais transitions plus rigides entre les poses. | — |
| 4 | LTX 2 | Mouvement lisible, quelques flous de membres lors de rotations rapides. | 65s |
| 5 | Seedance 2 Fast | Ébauche rapide de la même scène avec un mouvement moins précis. | — |
*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.
Making human motion shots?
Paste your prompt into ManifoldGen. One subscription, every model — pick the winner yourself or let routing do it.