Scaling Robotic Manipulation in Real-World Conditions
Robotic solutions have traditionally been limited to highly controlled environments, where movements can be precisely programmed. Real-world settings are dynamic, unstructured, and unpredictable, making conventional approaches brittle and difficult to scale. Without advanced perception, reasoning, and adaptive motion, robots struggle to operate reliably beyond narrow use cases.
The Physical AI Platform for Manipulation addresses this gap by combining AI-driven intelligence with robotic systems. It enables operators and integrators to build, deploy, and scale intelligent manipulation workflows, unlocking new applications while improving the performance and reliability of existing automation.
Platform Capabilities

PROGRAMMING MODELS
Low-code Development and Deployment
Quickly build and debug workflows that include conventional and AI components to understand scenes, plan motion, and recover from failures. The platform provides low-code interfaces to fine-tune foundation models, deploy workflows on edge devices, and manage fleets while collecting logs and sensor data for observability.
FOUNDATION MODELS
Leverage VLAs and Policy Control
Utilize foundation models for perception and motion generation designed specifically for unstructured environments. For complex bimanual manipulation scenarios where step-by-step programming isn’t feasible, the platform allows you to train specialist policies using task-specific dataset collection and Vision-Language-Action (VLA) models.


HARDWARE AGNOSTIC INTEGRATION
Flexible integration across platforms
Deploy workflows and industry-specific modules seamlessly on any ROS-compatible robotic hardware, edge servers, or third-party proprietary platforms to accelerate the path from research to real-world industrial deployment.
Industrial Use Cases

WAREHOUSE AUTOMATION
Order Picking and Packing
Transform logistics, warehouse operations, and primary/secondary packaging by automating highly manual handling tasks. The platform excels at managing unseen, highly variable, and deformable objects that conventional automation systems struggle with.
ADAPTIVE MACHINING
Toolpath Processing
Dramatically reduce engineering and reconfiguration time in high-mix manufacturing environments. The platform powers an automated workflow that performs real-time object segmentation to identify seams and surfaces, dynamically generating and correcting toolpaths on the fly.


FLEXIBLE ASSEMBLY
Assembly with Variability
Solve complex assembly challenges that previously required human dexterity. This use case focuses on scenarios involving flexible or deformable materials—such as routing cables, inserting flexible wires, or performing click-in installations.
Transform your operations. Scale intelligent robotics. Start today.
Let’s talk Physical AIIndustries
Automotive & Equipment Manufacturing
Automate scenarios unattainable with conventional solutions to directly drive cost savings. The platform offers end-to-end solutions that combine toolpath planning, execution, and quality control for complex geometries, while solving assembly challenges involving flexible materials and cables.
Aerospace & Defence Manufacturing
Leverage significant cost-saving and optimization opportunities for toolpath processing AI. The platform is ideal for advanced manufacturing processes dominated by high-mix scenarios, such as custom orders and small series production.
Medical Device Manufacturing
Automate complex assembly and primary packaging use cases using physical AI. Solve industry-specific challenges involving the insertion of irregular or deformable objects into plastic bags or boxes with carton or foam inserts, as well as the assembly of flexible wires and click-in components.
eCommerce and Wholesale
Transform logistics and order fulfillment by automating packaging operations that are still highly manual. The platform enables secondary packaging of deformable or irregular items, dense placement, and the reliable handling of fragile items into boxes with protective inserts.
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