Grace Investment Machine (GIM), an AI-native investment technology firm, has successfully closed a US$20 million Series A funding round. The financing was co-led by a prominent US venture capital firm and Hony Capital, with additional support from IDG Capital and Monolith Capital. This marks the company's third significant capital injection within its first year, underscoring strong investor confidence in its vision for agentic AI in finance.
Pioneering Agentic AI in Finance
GIM is developing what it terms a "Visionary Machine," an advanced agentic AI system designed for capital markets. These systems move beyond traditional research assistance, aiming to autonomously generate, test, and refine complex investment hypotheses. The company leverages the rich, real-time feedback loop of financial markets to continuously sharpen the judgment of its intelligent systems.
A Vision for Autonomous Investment
Founder and CEO Jiahao Xu emphasized the industry's shift from information assistance to autonomous hypothesis generation and testing. He stated that GIM is building systems capable of reasoning across vast market data and improving through direct feedback from real-world capital markets. This approach allows the AI to learn from the market itself rather than just memorizing historical patterns.
Technological and Academic Advancements
The company is advancing its technology on two primary fronts: creating foundation models tailored to financial environments and developing multi-agent systems. These coordinated agents work in layers to generate, validate, and evolve investment signals from raw data. This sophisticated architecture was detailed in their flagship paper, CogAlpha, which gained significant academic recognition.
GIM's research has already received acclaim, with its CogAlpha paper being accepted for an Oral presentation at the prestigious ACL 2026 main conference. The paper outlines a novel seven-layer agent architecture that processes information from raw data up to actionable investment signals. This achievement validates the company's cutting-edge approach and its potential to redefine AI's role in investment strategy.
Strategic Backing and Future Outlook
The new funding brings together investors with deep expertise across artificial intelligence, financial technology, and global markets. This strategic backing reflects a shared long-term conviction in GIM's mission to revolutionize investment with autonomous AI. The capital will fuel further research and the deployment of its AI-driven strategies across multiple asset classes.
Looking ahead, GIM's broader ambition is encapsulated by its principle of "Shared Prosperity." The company aims to build products that transform self-evolving intelligence into a widely accessible asset for both institutions and individuals. This long-term vision seeks to democratize the benefits of advanced AI rather than allowing them to become a concentrated advantage.
This US$20 million Series A round positions Grace Investment Machine to accelerate its development of autonomous AI for capital markets. With strong financial backing and a clear technological vision, the company is poised to make significant strides in its field. GIM's commitment to both pioneering agentic systems and ensuring shared prosperity signals a potentially transformative future for the investment industry.