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Physical AI for Automated Part Induction

Physical AI that feeds individual parts and components into production, sorting, and packaging lines, one at a time, in the right orientation, at line speed.

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A robot arm sorts prescription pill bottles, moving them from a conveyor belt into blue bins. A computer monitor and sensors are visible in the background.
/ THE PROBLEM

Part Induction Bottlenecks the Line

  • Manual part induction ties up labour on a repetitive, low-value task and caps line throughput.
  • Parts arrive in bulk, in bins, trays, or totes, and have to be singulated and fed into out-going bins, machines or conveyors without jams or damage.
  • Fixed feeders and bowls can't handle fragile items, mixed part families, or frequent changeovers, so the job stays manual on most lines.

The Solution

Our Physical AI Platform learns induction skills directly from human demonstration, then sharpens those policies to the accuracy and uptime a feeding line depends on.

Learns by Demonstration

Teach a new part or tray layout through demonstration without requiring robotics experts or custom tooling.

Generalizes and Improves

Policies adapt to variation in part position, orientation, and presentation without stopping the line.

Handles Delicate and Diverse Items

From rigid components to fragile vials, policies manage varied geometries without damage.

Precise, Line-Ready Feeding

Parts are singulated and placed at the exact position and orientation the downstream machine requires.

/ benefits

Built for the Induction Lines You Run Today

Line-side component feeding, pharmaceutical vial induction, automotive part infeed for machining or inspection, and packaging line induction.

Right part, right orientation, every cycle.

Policies hold feed rate at line speed, shift after shift.

Add new parts or trays without re-engineering the feeder.

Replicate proven induction tasks across lines and sites.

/ OUR APPROACH


Two Ways to Build Your First Task

Easy to create, easy to replicate, with two ways to build your first task.

Self-Serve

Your team develops and manages induction tasks directly on our platform, collecting demonstrations and generating policies on your own timeline.

Provided by Our Solutions Team

We deliver the induction solution end-to-end, from demonstration to production-ready policy, then train you to operate, fine-tune, and maintain.

Contact Us Today

Tell us about your machine tending process, equipment, and requirements. Our team will help identify how Physical AI can automate repetitive part handling between machines and processes.

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FAQ

Automated part induction uses robotics and automation to singulate, orient, and feed individual parts from bulk packaging into a production or packaging line.

Classical automation has difficulty with picking chaotic or variable parts and recovering from errors.  Physical AI learns induction tasks from human demonstration, including variation and edge cases, and creates policies with real-world production reliability.

Yes. Policies are trained to manage delicate and varied items, such as pharmaceutical glass vials, without damage.

Yes. New parts and layouts can be taught through demonstration without re-engineering the cell.

Yes. Physical AI solutions can interface and integrate with existing material handling and feeding systems.

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