LLM Reference

MOVA 720p

Released
2026-01-29
Last refreshed
2026-06-29
Status
Researched 89d ago
Open sourceCommercial use: permittedMultimodalVisionMultimodal

MOVA 720p is worth evaluating for vision when its provider route and context window match the workload.

Use it for

  • Teams evaluating vision
  • Buyers comparing 1 tracked provider route

Do not use it for

  • Strict JSON or tool-calling flows
Specifications
Family
MOVA
Released
2026-01-29
Parameters
32B total / 18B active
Architecture
Mixture of Experts
Specialization
video-generation
Openness
Open source
License
Apache 2.0OSI-approvedCommercial use: permitted
Weights
Available
Code
Unknown
Training
Pretrained
Created by

OpenMOSS speech, audio, and video foundation-model research.

Shanghai, China
Website
Pricing
Output / 1M
-
Input / 1M
-

Cheapest of 1 route · Hugging Face Inference Endpoints

About

MOVA 720p is the higher-resolution open-weight MOVA checkpoint for synchronized video-audio generation. MOSI AI and the OpenMOSS Team describe MOVA as a 32B-parameter mixture-of-experts model with 18B active parameters during inference, designed for native image-to-video-audio and text-to-video-audio generation with synchronized audio, lip sync, and sound effects.

Top use-case fit

Vision

Included by capability and metadata signals in the decision map.

Provider price ladder

Compare API pricing across 1 providers for input and output tokens, batch, and cached reads when available.

ProviderInput / 1MOutput / 1MRoute
Hugging Face Inference Endpoints--
Partial

Capabilities

VisionMultimodalAudio

Benchmark peer barsfor Vision

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.