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AI Revolutionizes Materials Discovery
30 Jul
Summary
- AI aims to find new materials in months, not millennia.
- CuspAI secured $450 million in funding, valued at $2.6 billion.
- AI will help address climate change and energy transition challenges.

Computer science professor Max Welling co-founded CuspAI in 2024, aiming to revolutionize materials discovery using AI. The company announced a significant $450 million venture capital fundraising, achieving a $2.6 billion valuation, with notable investors like Jeff Bezos. CuspAI also launched its AI Materials Foundry, a global network involving over 50 partners, including Nvidia and Samsung.
Welling's interest in AI stemmed from a desire to make a real-world impact, moving from theoretical physics to machine learning. CuspAI's mission is to create a "search engine" for materials science, developing novel materials to address climate change and energy transition issues.
The company employs inverse generative design to create entirely new materials with desired properties, a process significantly faster than traditional simulation methods. One project with Kemira explored 300 trillion possible material structures to capture PFAS chemicals, identifying priority candidates within six months.
CuspAI foresees a future of "physical AI," where AI directly interacts with and shapes the physical world through digital twins and advanced simulations. The company's primary application focus is on semiconductors, addressing the immense performance gains required and the thermal challenges of three-dimensional stacking.
With its latest funding, CuspAI plans to expand its teams, enhance its agentic platform, acquire more data, and build infrastructure for real-world material deployment. Welling aims for CuspAI to become the global leader in developing breakthrough materials, capable of transforming industries and addressing pressing global needs.