INDEPENDENT BENCHMARK · UPDATED AUGUST 2026
AI Video Model Leaderboard
Which AI video model is actually best? We stopped arguing and ran the same prompts through Manifold H3, Seedance 2, Seedance 2 Fast, LTX 2 and Wan. Every clip below is a real generation from ManifoldGen — identical inputs, measured speed, winner picked from the outputs you can watch.
| RANK · MODEL | SCORE | MEDIAN GENERATION TIME* | TRY IT |
|---|---|---|---|
| 1Seedance 2 | 32 | — | Generate → |
| 2Manifold H3 | 28 | 264s | Generate → |
| 3LTX 2 | 27 | 65s | Generate → |
| 4Wan | 17 | — | Generate → |
| 5Seedance 2 Fast | 16 | — | Generate → |
*Median wall-clock time of this model's completed runs in our harness. Score = category wins across the six benchmarks below (6 points for first place, down to 2 for fifth). Rankings are editorial picks made from these exact generations.
Human Motion
Dancers, athletes, realistic people moving
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
Why Seedance 2 wins: Cleanest fabric dynamics and footwork; the neon reflections stay physically plausible.
VFX
Impossible scenes that still look filmed
THE EXACT PROMPT EVERY MODEL RAN
A massive whale swims through clouds above a remote mountain village at sunset, volumetric god rays, glowing mist trailing behind it, epic fantasy VFX shot
Why Manifold H3 wins: Most cinematic composition: believable whale mass, layered god rays, glowing mist trail.
Cinematic Landscape
Drone shots, landscapes, golden-hour drama
THE EXACT PROMPT EVERY MODEL RAN
Drone shot flying low over an endless lavender field at golden hour, wind rippling through the flowers, distant storm clouds on the horizon, anamorphic lens flare
Why Seedance 2 wins: Stable parallax, convincing flower motion, filmic flare handling.
Product Shot
E-commerce, ads, studio product turns
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
Why Seedance 2 wins: Sharpest hardware detail; reflections behave like real glass.
Stylized World
Anime, paper-craft, illustration in motion
THE EXACT PROMPT EVERY MODEL RAN
A paper-craft origami fox trots through a miniature cardboard forest, tiny paper leaves drift through the air, tilt-shift macro lens, warm afternoon light
Why LTX 2 wins: Charming material feel: paper grain, tilt-shift falloff, playful gait.
Camera Motion
Dollies, push-ins, one continuous shot
THE EXACT PROMPT EVERY MODEL RAN
One continuous dolly shot pushing through the open door of a cozy late-night ramen shop toward a steaming bowl, steam swirling, shallow depth of field, warm practical lights
Why Seedance 2 wins: The only model that holds one unbroken move from street to bowl without a cut.
Not sure which model to use?
Give Manifold your prompt — we route it to the model that performs best on shots like yours, and you only pay for what you generate.