SAME-PROMPT BENCHMARK · AUGUST 2026
Best AI Video Model for Human Motion
Dancers, athletes, realistic people moving. 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 | Cleanest fabric dynamics and footwork; the neon reflections stay physically plausible. | — |
| 2 | Manifold H3 | Expressive pose changes, slightly softer detail on hands. | 264s |
| 3 | Wan | Solid rhythm but stiffer transitions between poses. | — |
| 4 | LTX 2 | Readable motion, some limb smearing during fast spins. | 65s |
| 5 | Seedance 2 Fast | Fast draft of the same scene with less fine-grained motion. | — |
*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.