VideoMusic and sound

MOVA

Generates video with sound in one pass: lip-synced speech, effects and ambience. A 32B-parameter MoE architecture, with 360p and 720p versions.

Developer
OpenMOSS / MOSI, China
First release
Jan 2026
Latest release
Jan 2026
Sizes
32B-A18B
License
Commercial use allowedApache 2.0
Ready-made builds
GGUF
Running
On your own serverNeeds a GPU
Industries
Media and production, Marketing and content
Deploy on your server Hugging Face GitHub

What it does

  • Short clips with speech and sound from a description
  • Ad scenes with dialogue
  • Video prototypes for storyboards

Where it is used

Advertising and social mediaVideo production

Hardware requirements

LaptopLaptop or regular PC, up to 8 GB of VRAM — smaller versions
no versions
1 GPUOne GPU with 16–80 GB — mid-size versions
fits
ClusterServer with several GPUs — flagship versions
fits

Versions

  1. MOVA-360p и MOVA-720p

How to run it

On your own serverWeights are downloaded from Hugging Face and served with vLLM (load and API) or llama.cpp (modest hardware). The model then runs in a closed network with no per-request fees.Hugging Face
How much hardware you needCalculate the VRAM for the model size, context length and number of concurrent requests.Open the hardware calculator

I can set this up end to end: pick the model size, deploy it on your server and connect it to your systems. Quantization compresses a model so it takes less video memory and runs on more modest hardware. Answers change slightly, so quality is checked on your own examples.

Frequently asked questions

Can MOVA be used in a commercial project?

Yes. License: Apache 2.0. It allows commercial use, but it is still worth having a lawyer review the license before launch.

What hardware does MOVA need?

At minimum: One GPU with 16–80 GB — mid-size versions. Without a GPU the model is not practical. You can calculate the exact VRAM for your model size and context in the hardware calculator.

Does MOVA support Russian?

Language does not matter for this model: it does not work with text.

Where can I download MOVA and what does it cost?

The MOVA weights are open and free to download. You only pay for the hardware it runs on and for the setup. Source links are at the bottom of this page.

How I deploy it for clients

  1. SelectionI pick the model size for your task and hardware and test it on your examples.
  2. DeploymentI deploy it on your server or in a closed network and provide an API.
  3. Fine-tuningI fine-tune it on your data (LoRA) or connect a knowledge base — whichever is cheaper for the task.
  4. IntegrationI connect it to your CRM, ERP, bot, website or team chat and set up monitoring.

Similar models

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DetailsAvatarsdaVinci-MagiHumanSII-GAIR and Sand.ai · ChinaCommercial use allowed

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Details

Source: github.com/OpenMOSS/MOVA. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.