Parallel Domain
Parallel Domain turns real-world drive or flight logs into simulated scenes for testing autonomous systems.
What Parallel Domain is
Parallel Domain turns real-world drive or flight logs into simulated scenes for testing autonomous systems. PD Replica reconstructs static environments and moving actors, which users can resimulate, modify, remove, or recompose. It includes semantic and instance segmentation labels, an annotated HD map with lane geometry, traffic rules, and routing information, plus automated reports comparing geometric fidelity, appearance fidelity, and annotation accuracy with source data. The company says it reconstructs continuous corridors up to 3 km long; lidar can improve reconstruction fidelity but is not required. PD Sim configures test scenarios and provides deterministic camera, lidar, and radar simulation, including multi-sensor rigs. Users can vary scenario parameters and run tests in parallel. API connections support open-loop and closed-loop testing compatible with CI/CD pipelines, and PD Sim includes a Python SDK for programmatic control and closed-loop connection to an autonomy stack. The company lists automotive, trucking, drones, robotics, agriculture, and defense among the industries it supports. Pricing is on request; prospective customers are invited to book a demo for access information.
Good
- Accepts drive or flight logs for scene reconstruction.
- Simulates camera, lidar, and radar sensors.
- Supports deterministic testing and parallel execution.
- Provides API connections and a Python SDK.
Watch out
- Pricing is available on request.
- Access information requires booking a demo.
- Reconstruction corridors are listed up to 3 km.
Who it suits
Parallel Domain suits teams validating perception and planning in autonomous systems using drive or flight capture. Its listed industries include automotive, trucking, drones, robotics, agriculture, and defense.
Verdict
Parallel Domain combines scene reconstruction and configurable sensor simulation for autonomous-system testing. Its API, SDK, and CI/CD-compatible testing may suit teams integrating simulations into existing autonomy stacks; pricing is not displayed.
Plans and prices
From Parallel Domain's own pricing page, checked 9 Oct 2026.
| Plan | Price | What it gives you |
|---|---|---|
| Parallel Domain services | Priced on request | PD Replica · PD Sim · Pricing not listed; request a demo to get access information. |
The facts
Each one read from Parallel Domain's own pages, with the date it was checked.
What it does
- Annotations and maps
- PD Replica includes semantic and instance segmentation labels and an annotated HD map with lane geometry, traffic rules, and routing information.checked 9 Oct 2026
- Developer access
- PD Sim provides a Python SDK for programmatic control and closed-loop connection to an autonomy stack.checked 9 Oct 2026
- Industries
- The company lists automotive, trucking, drones, robotics, agriculture, and defense among the industries it supports.checked 9 Oct 2026
- Integrations
- The products connect to existing autonomy stacks by API and support open-loop and closed-loop testing compatible with CI/CD pipelines.checked 9 Oct 2026
- NVIDIA
- Parallel Domain describes using NVIDIA Omniverse NuRec Fixer in the PD Replica pipeline and NVIDIA Cosmos Transfer for environmental scene variations.checked 9 Oct 2026
- PD Replica
- PD Replica reconstructs static environments and moving actors, and lets users resimulate, modify, remove, or recompose actors and actions.checked 9 Oct 2026
- Pricing access
- The product page invites prospective customers to book a demo to get access; it does not display a product price.checked 9 Oct 2026
- Privacy and security
- The privacy policy says the company uses physical, technical, organizational, and administrative measures to protect personal data, while noting no internet transmission or storage method is completely secure.checked 9 Oct 2026
- Products
- Its products are PD Replica for reconstructing scenes from capture data and PD Sim for configuring and running test scenarios and sensor simulation.checked 9 Oct 2026
- Purpose
- Parallel Domain turns real-world capture into production-grade simulation environments for validating perception and planning in autonomous systems.checked 9 Oct 2026
- Reconstruction inputs
- PD Replica accepts drive or flight logs, and lidar can improve reconstruction fidelity but is not required.checked 9 Oct 2026
- Scale limit
- The company says it reconstructs continuous corridors up to 3 km long.checked 9 Oct 2026
- Scene features
- PD Replica provides dynamic reconstruction, physics-aware collision layers, camera/lidar/radar simulation, object insertion, segmentation labels, and an annotated HD map.checked 9 Oct 2026
- Security contact
- The company lists [email protected] as its security contact in its terms; the page does not state a security certification.checked 9 Oct 2026
- Sensor simulation
- PD Sim simulates camera, lidar, and radar, including multi-sensor rigs.checked 9 Oct 2026
- Support
- The company offers product demos and lists [email protected] for questions about its services.checked 9 Oct 2026
- Testing controls
- PD Sim is deterministic and supports parameterized scenario variation, parallel execution, and CI/CD testing.checked 9 Oct 2026
- Validation
- Each replica includes automated reports measuring geometric fidelity, appearance fidelity, and annotation accuracy against source data.checked 9 Oct 2026
- What it does
- Parallel Domain turns real-world drive or flight logs into simulation-ready scene replicas and provides deterministic sensor simulation for testing autonomous systems.checked 9 Oct 2026
- Who it serves
- The company lists automotive, drone, robotics, agriculture, trucking, and defense among the industries it supports.checked 9 Oct 2026
The company
- Founded
- 2017checked 28 Sep 2026
- Headquarters
- San Francisco, USA; Karlsruhe, Germany; Vancouver, Canadachecked 28 Sep 2026
Money
- Free trial
- A free trial request page is available for Parallel Domain Data Lab; the company says users are added in batches and receive onboarding support and training.checked 9 Oct 2026
Alternatives to Parallel Domain
- 1

Synth Studio
Free planOpen sourceWebAPILinuxmacOS7.5Free plan - 2
SynthEngyne
Free plan7.1Free plan - 3

YData SDK
Free planAPILinuxmacOSSelf-hosted6.9Free plan - 4

Tonic.ai
Free planWebAPISelf-hosted6.8From $29 a month - 5
SDV Enterprise
Free planLinuxmacOSSelf-hostedWindows6.7From $250 a month - 6

Synthetic Data Vault
Free planAPISelf-hosted6.6From $250 a month
