Physical AI Firm DeepCtrls Raises Hundreds of Millions in Series B for Global Energy Infrastructure 'Brain'

DeepCtrls recently closed a hundreds-of-millions-yuan Series B round with strategic investment from Jinko Energy, co-led by SDIC Innovation and CMB International, and follow-on from Sequoia China, Source Code Capital, Light Capital, and CMC Capital. Funds will accelerate core PhyAI algorithm development, DeepBot product scaling, and market expansion in Southeast Asia, Middle East, Europe, and the US. Its proprietary PhyAI engine deeply integrates physics with AI, enabling L4/L5 autonomous optimization and closed-loop control, with generalization error under 3%. Since commercialization in 2023, it has served over 360 top enterprises including TSMC, ChangXin Memory, Tencent, ByteDance, and CATL, achieving revenue doubling for consecutive years and profitable scale last year. For system integrators and energy management teams in industrial energy and AI computing centers, DeepCtrls solves the 'black box' trust issue: physics-based decisions are explainable, deterministic, and reliable, while strong generalization allows cross-device/system/scenario transfer without data accumulation. After global launch in 2024, products have deployed in over 10 countries including Southeast Asia, Middle East, and North America. In 2025, it targets overseas high-end manufacturing and AI computing centers, leveraging L2 to L4/L5 generational advantage. The company plans to deepen PhyAI to full-scenario L5 and expand from device AI control to global energy dispatch, accelerating globalization.