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Model comparison
Marble 1.1 Plus vs Oasis 3
Compare Marble 1.1 Plus and Oasis 3 using the same provider-sourced world models rubric. No mystery score and no invented benchmark ranking.
Facts checked September 4, 2026
Quick take
Marble 1.1 Plus
World Labs' public API model for turning text, images, panoramas, multi-view sets, or video into large explorable 3D worlds and spatial assets.
Best for
- Turning visual references into explorable spaces
- Web-based spatial experiences
- 3D previsualization and world asset pipelines
Watch out for
The API and Marble app use separate credit pools. Paid users should also review and configure the available model-training opt-out before uploading proprietary assets.
Oasis 3
Decart's action-conditioned world model for physical-AI training, generating synchronized, controllable simulation views in real time.
Best for
- Autonomous-vehicle edge-case simulation
- Closed-loop physical-AI training
- Teams exploring generated alternatives to fixed simulators
Watch out for
Self-serve pricing, broad country coverage, retention, and training-use terms are not published on the model page; obtain them contractually.
Compare the published facts
Marble 1.1 Plus vs Oasis 3
Values use each provider's own published units and limits. A blank means the provider did not publish a directly comparable value in the sources reviewed.
| World models | Marble 1.1 Plus | Oasis 3 |
|---|---|---|
| Price basisPublic API cost where available; research and private-beta models may not publish one. | 1,500 base + 0–1,500 variable credits | Not publicly listed |
| Access stagePublic API, research experiment, partner onboarding, or private beta. | Public API | API / partner access |
| What it createsThe kind of interactive environment or embodied experience produced. | Explorable 3D world / spatial asset | Action-conditioned physical-AI simulator |
| InteractionPublished frame rate, latency, or realtime behavior with its original basis. | Rendered after asynchronous generation | 22 fps; under 200ms end-to-end claim |
| Visual outputProvider-published resolution or output format where available. | Multiple splat LODs; source-dependent | 512×768×3 synchronized views |
| API accessWhether developers can integrate the model today and under what access model. | Yes, World API | Yes, onboarding may be required |
How to choose
Compare the job, not the hype.
Start with the job you need to complete, then validate cost, access, and policy details on your exact provider route.
Marble 1.1 Plus
World Labs' paid-user terms allow users to opt out prospectively from use of user content for model training. Free-account terms differ; review the current account settings and contract before sending proprietary spatial data.
Provider and API links
Oasis 3
The model page does not state a complete API training-use or retention policy. Physical-AI teams should obtain contractual data-handling terms before contributing proprietary scenarios or fleet data.
Provider and API links
Frequently asked questions
Marble 1.1 Plus vs Oasis 3 FAQ
What is the main difference between Marble 1.1 Plus and Oasis 3?
Marble 1.1 Plus: World Labs' public API model for turning text, images, panoramas, multi-view sets, or video into large explorable 3D worlds and spatial assets. Oasis 3: Decart's action-conditioned world model for physical-AI training, generating synchronized, controllable simulation views in real time.
Should I choose Marble 1.1 Plus or Oasis 3?
Consider Marble 1.1 Plus when your priority is Turning visual references into explorable spaces. Consider Oasis 3 when your priority is Autonomous-vehicle edge-case simulation. Test both with your own data and provider route before committing.
Is this Marble 1.1 Plus vs Oasis 3 comparison based on Cody benchmarks?
No. This comparison aligns provider-published facts for the World models category. It does not claim a universal winner or combine incompatible third-party benchmark scores.