Grace Investment Machine raises US$20m Series A as agentic investing enters live execution.

What's the deal? Grace Investment Machine (GIM), an AI-native investment technology company building agentic systems for capital markets, has closed a US$20 million Series A. The financing was co-led by a US venture capital firm and Hony CapitalDealroom has a profile for this one. Try Dealroom →, with participation from IDG Capital and existing investor Monolith ManagementDealroom has a profile for this one. Try Dealroom →. The company says this was its third funding round within its first year of operations.

What is GIM building? GIM is developing agentic AI systems intended to go beyond investment-research assistance. Its approach, which it calls a “Visionary Machine”, uses market data, feedback loops and coordinated agents to generate, test and refine investment hypotheses. The company is working on foundation models tailored to capital-market environments and multi-agent systems that generate, validate and evolve investment signals across several reasoning layers.

Why it matters: The company is bringing AI-driven strategies and investment products into live validation across multiple asset classes and markets. Its flagship CogAlpha paper was accepted to the ACL 2026 main conference with an Oral recommendation; the paper describes a seven-layer agent architecture designed to move from raw data to actionable investment signals. GIM’s longer-term aim is to develop products ranging from institutional strategies to vehicles accessible to individual investors, while broadening access to the value created by self-evolving intelligence.

Founder perspective: Jiahao Xu, GIM’s founder and CEO, said the company believes investment AI is moving from information assistance towards autonomous hypothesis generation and testing. He described GIM’s systems as designed to reason across market data, evaluate signals through feedback and improve over time in real-world capital markets.

Read more: PR Newswire