World Labs lands $1B, with $200M from Autodesk, to bring world models into 3D workflows

Source: TechCrunch

Fei‑Fei Li’s World Labs has secured a $200 million investment from Autodesk as part of a larger $1 billion funding round backed by AMD, Emerson Collective, Fidelity, Nvidia, and others.

Funding and Valuation

World Labs emerged from stealth in 2024 with $230 million at a $1 billion valuation. The company declined to confirm whether the latest round changed its valuation, though a month‑old report suggested it was aiming for a $5 billion valuation.

Partnership and Collaboration

The Autodesk investment signals commercial interest in World Labs’ AI‑driven world‑model technology. The two companies will explore how World Labs’ models—systems that can generate and reason about immersive 3D environments—can integrate with Autodesk’s suite of tools, initially focusing on entertainment use cases.

Statements from Fei‑Fei Li

“Autodesk has long helped people think spatially and solve real‑world problems and, together, we share a clear purpose: building physical AI that augments human creativity and puts more powerful tools in the hands of designers, builders, and creators.”

Comments from Autodesk

• Daron Green, Autodesk’s chief scientist, said the partnership is still early and the exact form of collaboration is undecided.
• Potential scenarios include:
  • Consuming World Labs’ models within Autodesk workflows (e.g., refining a world‑model‑based sketch of an office layout with Autodesk’s design tools).
  • Embedding Autodesk‑created objects into contexts generated by World Labs prompts.
• Data sharing is not part of the agreement.
• The initial focus will be on media and entertainment, aligning with other world‑model players such as Google DeepMind and Runway.

Technology and Use Cases

World Labs’ Marble

World Labs’ first commercial world‑model product, Marble, launched last November. Marble lets users create editable, downloadable 3D environments.

Autodesk’s Neural CAD

Autodesk is developing “neural CAD”, a generative AI model trained on geometric data that can reason about components and entire systems. Unlike image‑only generators, neural CAD can produce working 3D models with an understanding of real‑world functionality. These models are already being integrated into Autodesk’s product‑design and architecture tools, and World Labs’ technology could extend this capability toward holistic digital representations of physical spaces.

Future Outlook

Green envisions a future where large language models, world models, and neural CAD converge to enhance design workflows. Li echoed this sentiment:

“If AI is to be truly useful, it must understand worlds, not just words. Worlds are governed by geometry, physics, and dynamics, and reconciling the semantic, spatial, and physical is the next great frontier of AI.”

This article was originally published February 18, 2026 at 6 AM PST and has been updated to include additional details on World Labs’s raise.