One connected Physical AI lifecycle.

Connect simulation, perception data, model training, evaluation and controlled releases. Give engineering teams the evidence they need to move from an idea to a supervised trial.

Explore a free pilot →Explore the capabilities

Built in Hyderabad. Open to enterprise, technology and research partnerships.

Platform & engineering console in simulation — DevHeal console · Simulation demonstration

See the workflows

Explore platform & engineering.

Recorded demonstrations from the DevHeal console. Each workflow below includes a description and a playable simulation video.

Find the failures worth fixing

Run repeatable simulation campaigns and examine failure modes, worst cases and regression results.

Find the failures worth fixing · Simulation demonstration. Open video

Improve models with controlled releases

Compare candidate models, stage device rollouts and inspect rollback behaviour before wider deployment.

Improve models with controlled releases · Simulation demonstration. Open video

Keep decisions traceable

Inspect software stop controls, hazard records and signed audit evidence in the simulation workflow.

Keep decisions traceable · Simulation demonstration. Open video

Test the fallback path

Examine how a fallback controller responds when the AI controller exceeds its operating boundaries.

Test the fallback path · Simulation demonstration. Open video

From scene to learning loop.

Perceive
Understand
Predict
Plan
Govern
Act
Verify
Learn

Data & perception

Capture simulated surveys, build labelled datasets and inspect model training curves.

Robotics & simulation

Explore MuJoCo learning workflows, PX4 and ArduPilot software-in-the-loop missions, and hardware export formats.

Integration planning

Discuss ROS 2, MAVLink, OPC UA and VDA 5050 requirements against your selected hardware and deployment environment.

Inside the workspace.

Explore supporting tools in the simulation console. Open an image to inspect it at full size.

Perception datasets in the DevHeal simulation console — **Perception datasets** — Inspect survey captures and labelled datasets.

Model training in the DevHeal simulation console — **Model training** — Review training progress and learning curves.

Device deployments in the DevHeal simulation console — **Device deployments** — Inspect staged deployment and rollout records.

Hardware exports in the DevHeal simulation console — **Hardware exports** — Explore device profiles and export options.

ChatOps in the DevHeal simulation console — **ChatOps** — Explore the platform through natural-language requests.

Simulation campaigns in the DevHeal console — **Simulation campaigns** — Review repeatable scenarios and regression results.

Start with your use case

Bring a real challenge. Shape the next step together.

Explore a free pilot with DevHeal. We’ll agree a focused workflow, the data and integration requirements, and the measures that matter to your team.

Discuss your Physical AI pilot →Explore a partnership

The videos and screenshots show simulation workflows. Hardware integration and field performance are evaluated in supervised pilots; simulation results are not safety certification.