RISK SIMULATION

Know whatcould happen.

Test AI models, robots and facilities across thousands of scenarios to uncover risks before they become real.

1. SIMULATION INPUTS

Physical AI Models

Test and fine-tune models in realistic scenarios.

Robot Models

Simulate behavior, safety and edge cases.

Facility Environments

Model your real-world sites, layouts and workflows.

Scenario Library

Thousands of pre-built and custom scenarios.

Physical State Simulation Stack
Multi-Layer Physics Stack
2. RISK PREDICTIONS
Collision Risk
2.3%
Injury Risk
0.8%
Downtime Risk
1.1%
Compliance Risk
0.4%
SIMULATION / RISK EVALUATION

Find the failure modes.
Before the real world does.

Stress-test robots and Physical AI models across environments, edge cases, and software versions. Build evidence for deployment and underwriting decisions.

Human interactions

Test blind corners, unexpected crossings, and crowded operating spaces.

Environmental changes

Vary floor friction, lighting, slopes, and payload to expose operating limits.

System failures

Inject sensor degradation and control delays to evaluate fallback and stopping behavior.

Model and software updates

Repeat the same scenarios across versions to identify changes in risk.

SCENARIO EVALUATION|Human enters manipulation workspace
Illustrative Test
Mobile manipulator and worker in simulation environment
Mobile manipulator
00:04 / 00:12

Test conditions

Task
Pick and place
Human proximity
Inside arm workspace
Payload
Loaded gripper

Evaluation outputs

Minimum separation
—
Time to stop
—
Object retention
—
99.4% Accuracy
Actuarial Loss Precision
Instant Quotes
Underwrite in Minutes
Standard Verified
Meets Warehouse Safety Codes
Up to -25%
Fleet Insurance Discount