Inaugural State of Visual and Physical AI Survey Finds Underinvestment in Critical AI Areas Despite Proven Value; Budget and Attention Still Focused on GenAI and LLMs

Voxel51’s survey highlights data challenges and multimodal complexity as key hurdles moving AI into the physical worldSAN FRANCISCO, May 27, 2026 (GLOBE NEWSWIRE) -- Today, Voxel51, the leading ...
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AI that understands the physical world is the industry's next big wave

After years of competing to build the best model for understanding all the world's writing, AI makers are now racing to build models that better understand the physical world. Why it matters: Robots ...
Forbes

What Is ‘Physical AI’? Inside The Push To Make AI Understand The Real World

Forbes contributors publish independent expert analyses and insights. I write about the economics of AI. For years, AI has been great at seeing things. It can recognize faces, label objects and ...
Forbes

Why The Next AI Wave Will Be Grounded In Physical Space, Not Language (And What That Means For Investors)

Alex de Vigan, CEO at Nfinite, building large-scale 3D visual datasets to train Physical AI for retail, e-commerce & real-world AI. The AI investment landscape is approaching an inflection point.