Generalist, a robotics startup founded by former Google DeepMind researchers, has reached a $3 billion valuation after raising nearly $200 million in additional funding. This new capital extends the company's Series B round, bringing the total for the round to $600 million. The funding was led by 8VC, with existing investors also participating. This development comes just two months after Generalist announced a $400 million Series B round in June, which valued the company at $2 billion.
The San Francisco-based company, founded in 2024 by Pete Florence, Andy Zeng, and Andrew Barry, focuses on developing AI foundation models for robotics. Florence and Zeng are former Google DeepMind researchers, while Barry previously worked as an engineer at Boston Dynamics. Generalist's approach centers on building "robot brains" – software that enables robots to learn and perform tasks with minimal human intervention, rather than manufacturing the robotic hardware itself.
Generalist's technology aims to allow a single AI system to control various robot bodies and learn new physical tasks from brief demonstrations. For instance, the company claims its latest model, Gen 1.5, can enable robots to learn a new task from a video demonstration lasting only 3 to 12 seconds. This contrasts with traditional methods that often require engineers to program every movement for each specific task. The company released its GEN-0 model in November 2025 and GEN-1 in April 2026, demonstrating that scaling laws apply to robotics, where more data and larger models lead to more capable systems. GEN-1 achieved 99% reliability on simple physical tasks and operated up to three times faster than previous approaches.
The influx of capital will support the acquisition of high-performance computing resources, the expansion of its machine learning research and robotics engineering teams, and the scaling of its enterprise deployment programs with industrial clients. Investors in Generalist include Nvidia, Union Square Ventures, Bezos Expeditions, Radical Ventures, and 8VC. The rapid accumulation of capital by Generalist reflects a broader investor interest in embodied AI, which refers to AI systems that operate within a physical body.
The robotics industry has seen a substantial increase in funding, with annual venture funding for robotics more than tripling between 2023 and 2025, reaching $40.7 billion, according to McKinsey figures. Humanoid and general-purpose robotics alone attracted $3.2 billion in 2025. Generalist is currently collaborating with a limited number of clients, refining its models based on real-world feedback to suit specific applications. The company's strategy is to sell or license its AI models, avoiding the manufacturing costs associated with producing full robotic systems. This approach positions Generalist to address the challenge of creating a universal intelligence layer for machines in various workplaces.