Physical-AI models must handle rare edge cases, but real-world situations are difficult to capture, replay, vary, and label exactly, so Physicl generates controlled 3D variations with ground truth on every frame. Its $10 million seed led by Inovia Capital funds the team and Studio platform, while the company says early customer SpAItial more than halved its reconstruction error on real rooms after training with Physicl data.