
Willow Dynamics offers a spatial intelligence platform designed for advanced human motion analysis using computer vision and artificial intelligence. The platform addresses the need for precise, real-time recognition, emulation, and inference of human movement across a range of applications, including sports and athletics, occupational and industrial safety, gamification, augmented and virtual reality, robotics, and healthcare. Its architecture is built on the Willow 5 MOGEN platform, which distills complex motion signals into ultra-compressed models for zero-latency performance from the cloud to edge devices.
A core feature of Willow Dynamics is its dependency-free, high-performance runtime engine, capable of executing motion intelligence locally on the web, at the edge, or on bare metal hardware. This local computation enables sub-millisecond precision for biomechanical physics, eliminating latency and reducing privacy risks associated with cloud video processing. The system is sensor-agnostic, allowing it to standardize 3D spatial data from various sources, such as monocular smartphones, LiDAR, or XR headsets, into a consistent kinetic representation. This enables medical-grade auditing and analysis across diverse hardware ecosystems.
The platform introduces zero-shot action recognition, leveraging subsequence Dynamic Time Warping and a proprietary 75-point skeleton topology to identify complex actions from a single example, rather than requiring large labeled datasets. int8 Action Signatures from video or animation files (including FBX and JSON formats), which can be deployed globally for applications like athletic performance benchmarking, industrial safety compliance, or clinical recovery monitoring. The Retrieval API allows remote applications to query and provision specific kinetic models on-demand, supporting "Action-Gated" software where digital assets or progression are unlocked by verified physical actions.
Willow Dynamics employs a Model-as-a-Service (MaaS) business model, pushing computational workloads to the edge and enabling scalable, recurring monetization of motion intelligence. Its proprietary Relative Distance Matrix mathematics ensures scale-invariant motion analysis, normalizing joint distances for consistent grading regardless of subject size or camera perspective. The platform also serves as a translation layer for mimetic robotics, converting human kinetics into synthetic execution. This comprehensive approach positions Willow Dynamics as a specialized solution for organizations and developers seeking real-time, scalable, and hardware-agnostic human motion intelligence.
Willow Dynamics sits in PulseGate's AI & ML category. It focuses on decoding and analyzing human motion for applications in sports, healthcare, gaming, and robotics. It is built as a B2B product for sports scientists, healthcare professionals, robotics engineers, and developers. The product ships for the web, the command line, and API.
Behind Willow Dynamics is Willow Dynamics, and the product first shipped in 2026. Key capabilities include motion analysis, biomechanical assessment, and edge/cloud inference.
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