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Execute critical workflows with agentic robotics.

Orchestrating dynamic physical workflows through live vision, spatial overlays, and natural language.

Built for environments where
failure is not an option.

Visual Prompt Augmentation

We integrate spatial context into the system's visual input. These enhanced views direct the AI's behavior, establishing clear operational intent.

No Hand-Coded Paths
Force-Aware Manipulation

Trajectories include not just position but force, compliance, and grip pressure, enabling delicate handling of fragile instruments where contact matters as much as location.

Compliant Control
Closed-Loop Verification

After each action, the system re-analyzes the scene, verifies outcome, and adapts, repeating until the task is complete. Every step is logged for audit and quality review.

Full Traceability
Generalist Robot Foundation Models

Our system drives state-of-the-art robot foundation models capable of understanding both visual and language inputs. A single model handles a wide range of manipulation tasks, from picking and placing to precise orientation, conditioned on our multi-modal prompts.

Foundation Models
Agentic Scene Planning

A hierarchical AI planner analyzes the scene using open-vocabulary vision models, selects targets, renders the appropriate visual cues, and dispatches the robot, creating a closed-loop system that handles complexity humans cannot oversee at speed.

Agentic Planning
Measurable ROI From Day One

Case throughput, error reduction, and labor offset tracked transparently. Hospitals see impact immediately, not after a multi-year integration timeline.

Day-One Impact
Use Cases

High-Impact workflows, reimagined.

Redefining surgical logistics.

01
Precision Assembly
Autonomous Surgical Tray Assembly

Our agentic planner segments each tray, identifies instrument positions, renders pick-point overlays onto the camera feed, and commands the robot through the full assembly sequence, verifying each step before moving to the next.

  • Visual confirmation of every instrument placement
  • Case card specification compliance
  • Handles multi-tray, multi-instrument configurations
02
Quality Assurance
High-Fidelity Visual Inspection

Vision foundation models scan every instrument surface at sub-millimeter resolution, flagging contamination, damage, or misidentification. Spatial overlays highlight anomalies for human review before instruments reach the sterile field.

  • Sub-mm defect detection across instrument classes
  • Spatial flagging with annotated review frames
  • Runs in parallel with tray assembly, no added cycle time
Solving the Crisis

Hospitals are running out of trained workforce.
We are the answer.

With over 50 million surgeries a year and a sterile processing workforce in freefall, hospitals face a compounding crisis: more cases, fewer trained hands, shrinking budgets.

jot.vision robots step directly into that gap, not as experimental technology, but with a clear, staged path to deployment that fits how hospitals actually operate.

  • No rip-and-replace. Designed to complement existing SPD workflows.
  • Measurable ROI from day one. Case throughput, error reduction, labor offset.
  • Built on LayerJot's 3.5M+ surgical instrument knowledge base.
Get Started

Ready to bring physical intelligence to your operation?

Let's discuss how jot.vision robotic workflows can address your physical workflow needs and plan a solution that suits your facility.