MOVA 360p
MOVA 360p 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
- 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
Cheapest of 1 route · Hugging Face Inference Endpoints
About
MOVA 360p is the lower-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.
| Provider | Input / 1M | Output / 1M | Route |
|---|---|---|---|
| Hugging Face Inference Endpoints | - | - | Partial |
Capabilities
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.
Cheapest of 1 route · Hugging Face Inference Endpoints