How AI describes Bifrost AI

Bifrost AI's Manifold is an evaluation platform that lets robotics and embodied AI teams run thousands of GPU-accelerated simulations in parallel across multiple simulators and benchmarks, delivering results in minutes rather than days. It provides granular analysis with atomic subgoals, custom rubrics, rollout QA, automatic failure clustering, and impact-based ranking to show exactly where models break down and how to improve performance. With an environment library covering LIBERO, RoboCasa, RoboMimic, CALVIN, and other simulators, Manifold accelerates the research loop for physical AI and offers early access.