The industrial sector is undergoing a significant transformation, moving beyond traditional automation to embrace intelligent autonomy. At the forefront of this shift, Yuanshi Intelligent Technology, a physical AI startup founded in July 2022, has successfully closed Pre-A and Pre-A+ funding rounds, securing tens of millions of yuan. This capital injection, led by Fortune Capital and Oriza Puhua, will fuel research and development, alongside the expansion of its standardized product line.

Yuanshi's core innovation lies in its proprietary World Mechanism Model (WMM) and the PRIMACT R100 platform. Unlike pure software solutions, Yuanshi emphasizes a combined hardware-software approach, embedding physical dynamics and constraints into its AI models. This allows the system to learn efficiently from limited data, identifying underlying rules rather than memorizing every scenario, a critical advantage in complex industrial environments.

The company aims to bridge the gap between AI and the physical world, enabling machines to understand and act reliably within it. Its solutions are already being deployed by over 10 industrial clients, including major players like AVIC, CNNC, CSIC, CRRC, and Zhongtian Technology, for applications such as digital modeling, predictive maintenance, and precision control. This demonstrates a clear market need for AI that can directly interact with and control physical devices.

This funding underscores a growing trend in venture capital towards specialized AI solutions that address tangible industrial challenges. While many AI investments focus on large language models or generative AI, Yuanshi's success highlights the value placed on AI that can deliver concrete operational improvements and drive the next generation of smart manufacturing and robotics. The ability to integrate AI directly into physical infrastructure is becoming a key differentiator.