Investors are increasingly prioritizing startups that integrate AI with physical hardware, such as robotics, energy storage, and semiconductor cooling. Recent funding rounds highlight a shift toward companies with proven commercial deployments and industrial relationships rather than those focused solely on software or laboratory prototypes.

Chinese robotics firm Astribot secured RMB 1 billion in financing, reaching an RMB 15 billion valuation. Meanwhile, Shanghai-based Yanchao Juneng raised several hundred million yuan in a Pre-A round to develop superconducting magnets for fusion reactors, and Sankai Electromechanical closed a Series B round of several hundred million yuan for precision gear reducers.

In Europe, French startup Epyr raised €15 million in Series A funding to expand its industrial thermal storage technology, which is already operational at a paper mill. Additionally, Paris-based CarbonFarm raised €7 million in Series A funding to scale its satellite-based methane emission monitoring platform for rice cultivation.

Ubitium, based in Europe, raised $14 million to develop a new processor architecture tailored for autonomous machines. These investments reflect a broader trend where capital is directed toward solving complex engineering constraints in sectors like manufacturing, agriculture, and energy infrastructure.