Main finding
As of November 2026 no single laboratory leads on every axis. Capability is split: Google DeepMind holds the interactive real-time frontier, World Labs sells the first commercial 3D world product, Odyssey and Decart build general simulation for interactive use, NVIDIA distributes open physical-AI models, and robotics labs own embodiment. Capital is concentrated and public, but commercial maturity is still early and no vendor publishes market share.
Competitive landscape
Google DeepMind
Research accessReal-time interactive simulation, at research grade
- Technology
- Genie 4, announced 27 October 2026: a natively multimodal world model that generates an interactive environment in real time, with generated audio. Genie 3 preceded it in August 2025.
- What is demonstrated
- Navigation and interaction inside generated scenes, and reasoning inherited from the Gemini family. Access is limited to trusted testers, so nothing here is a commercial service.
- Funding disclosed
- Funded inside Alphabet. No external round for the world-model programme has been disclosed.
- Differentiation
- The widest general simulation stack: video, audio, interaction and reasoning in one programme.
- Still unresolved
- Reported interaction horizons remain short, and there is no commercial licence for the capability.
- Commercial applications
- Training environments for agents and robots, interactive media, safety testing.
These organizations are not interchangeable. Each is defined by the environment it simulates, the maturity of what it sells and the customer it serves. Every entry states only what the participant has demonstrated, and every fact is as published up to 6 November 2026.
What supports it
- Google DeepMind announced Genie 4 on 27 October 2026, a natively multimodal world model for real-time interactive simulation with generated audio, opened to trusted testers (DeepMind, 27 October 2026).
- World Labs launched Marble in November 2025 as a commercial product that generates navigable 3D worlds from a prompt or an image (TechCrunch, 12 November 2025).
- World Labs raised $1B on 18 February 2026, including $200M from Autodesk, in a round reported at a valuation of about $5B (Reuters, 18 February 2026).
- Odyssey raised a $310M Series B at a $1.45B valuation on 17 June 2026 to accelerate world simulation (Odyssey, 17 June 2026).
- NVIDIA reported more than 2 million downloads of its Cosmos world foundation models by January 2026, distributed openly for physical AI (NVIDIA, January 2026).
- Venture investors committed more than $3B to world-model startups in the first half of 2026, with World Labs, Decart and Odyssey among the largest recipients (Forbes, 30 June 2026).
What this does not claim
- Funding is not capability and not revenue. No market shares are published for this category, and none are claimed here.
- Several claims rest on vendor demonstrations and limited access programmes rather than independent measurement.
- All figures are as published up to 6 November 2026 and may move quickly in either direction.
Planning assumptions used
- The comparison groups capability families rather than ranking one vendor above another.
- Every competitive statement is traceable to a dated public source listed below.
Open before signature
- Which capability family matters to blockchain finance, and who actually sells it?
- Which of these can be licensed at all, on what term, and with what data rights?
- How would we validate a claim without becoming a research programme ourselves?
Sources
- Google DeepMind, Genie 4 (27 October 2026)
- Reuters, World Labs raises $1 billion (18 February 2026)
- TechCrunch, World Labs launches Marble (12 November 2025)
- Odyssey, $310M Series B (17 June 2026)
- NVIDIA, Cosmos world foundation models
- Forbes, $3B into world-model startups (30 June 2026)
- TechCrunch, AMI Labs and the world-model startup wave (19 December 2025)
Figures marked illustrative are planning assumptions. This note separates published evidence from project assumptions and does not present a supplier quotation, a valuation or a forecast of returns.