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Parallel Domain
What Parallel Domain is
Parallel Domain converts real-world drive or flight logs into simulation-ready replicas for autonomous-system validation. Its two products address reconstruction and testing. PD Replica rebuilds static surroundings and moving actors, then lets teams resimulate scenes, alter or remove actors, and recompose their actions. It can use drive or flight logs; lidar may improve fidelity but is optional. Replica outputs include dynamic reconstruction, physics-aware collision layers, semantic and instance segmentation labels, and an annotated HD map containing lane geometry, traffic rules, and routing information. Automated reports measure geometric fidelity, appearance fidelity, and annotation accuracy against the source data. PD Sim configures deterministic test scenarios and simulates camera, lidar, and radar, including multi-sensor rigs. Parameterized variation and parallel execution support repeatable testing. APIs connect the products with autonomy stacks for open-loop or closed-loop testing in CI/CD pipelines, while a Python SDK provides programmatic control. Parallel Domain says it reconstructs continuous corridors up to 3 km long. The company supports automotive, drone, robotics, agriculture, trucking, and defense use cases. Access is paid, with pricing available on request and demos offered.
Who it suits
Parallel Domain suits automotive, trucking, drone, robotics, agriculture, and defense teams validating autonomous perception and planning. It is aimed at developers needing reconstructed environments, deterministic sensor simulation, and API or Python connections to autonomy stacks.
What it does well
- Reconstructs scenes from drive or flight logs
- Simulates camera, lidar, radar, and multi-sensor rigs
- Includes annotated HD maps and segmentation labels
- Deterministic scenarios support parameter variation and parallel runs
- APIs connect open-loop and closed-loop CI/CD testing
- Python SDK enables programmatic PD Sim control
What to know first
- Continuous corridor reconstruction is limited to 3 km
- Pricing requires a request
- Lidar can improve fidelity but is not required input
Limits
The company states that continuous corridor reconstruction extends up to 3 km. Product pricing and access details are provided by request rather than a displayed plan.
Plans
| Plan | Billed and limits | Price |
|---|---|---|
| Parallel Domain services | Pricing not listed; request a demo to get access information. · PD Replica · PD Sim | On request |
As paralleldomain.com lists them, read 9 Oct 2026. The maker's own page has the final word.
Getting started
- Open the Parallel Domain website
- Book a product demo to request access information
- Provide drive or flight logs for PD Replica
- Connect products to an autonomy stack through the API
- Use the PD Sim Python SDK for programmatic control
Verdict
Choose Parallel Domain if your autonomy program needs scene replicas plus deterministic camera, lidar, and radar simulation. Its API, Python SDK, annotations, maps, and validation reports support structured testing; teams seeking a displayed price should look elsewhere.
Questions
What does Parallel Domain do?
It turns real-world drive or flight logs into simulation-ready scene replicas and provides deterministic sensor simulation for autonomous-system testing.
Which sensors are simulated?
PD Sim simulates camera, lidar, and radar, including multi-sensor rigs.
Does it offer API access?
Yes. APIs support open-loop and closed-loop testing with autonomy stacks and CI/CD pipelines; PD Sim also provides a Python SDK.
What does PD Replica include?
It reconstructs environments and moving actors, with collision layers, segmentation labels, and an annotated HD map containing lane, traffic-rule, and routing information.
How is Parallel Domain priced?
It is a paid service with pricing on request. The product page invites prospective customers to book a demo for access information.
Facts from Parallel Domain's own pages
- Annotations and maps
- PD Replica includes semantic and instance segmentation labels and an annotated HD map with lane geometry, traffic rules, and routing information. · paralleldomain.com, 9 Oct 2026
- Developer access
- PD Sim provides a Python SDK for programmatic control and closed-loop connection to an autonomy stack. · paralleldomain.com, 9 Oct 2026
- Founded
- 2017 · paralleldomain.com, 28 Sept 2026
- 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. · paralleldomain.com, 9 Oct 2026
- Headquarters
- San Francisco, USA; Karlsruhe, Germany; Vancouver, Canada · paralleldomain.com, 28 Sept 2026
- Industries
- The company lists automotive, trucking, drones, robotics, agriculture, and defense among the industries it supports. · paralleldomain.com, 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. · paralleldomain.com, 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. · paralleldomain.com, 9 Oct 2026
- PD Replica
- PD Replica reconstructs static environments and moving actors, and lets users resimulate, modify, remove, or recompose actors and actions. · paralleldomain.com, 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. · paralleldomain.com, 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. · paralleldomain.com, 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. · paralleldomain.com, 9 Oct 2026
- Purpose
- Parallel Domain turns real-world capture into production-grade simulation environments for validating perception and planning in autonomous systems. · paralleldomain.com, 9 Oct 2026
- Reconstruction inputs
- PD Replica accepts drive or flight logs, and lidar can improve reconstruction fidelity but is not required. · paralleldomain.com, 9 Oct 2026
- Scale limit
- The company says it reconstructs continuous corridors up to 3 km long. · paralleldomain.com, 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. · paralleldomain.com, 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. · paralleldomain.com, 9 Oct 2026
- Sensor simulation
- PD Sim simulates camera, lidar, and radar, including multi-sensor rigs. · paralleldomain.com, 9 Oct 2026
- Support
- The company offers product demos and lists [email protected] for questions about its services. · paralleldomain.com, 9 Oct 2026
- Testing controls
- PD Sim is deterministic and supports parameterized scenario variation, parallel execution, and CI/CD testing. · paralleldomain.com, 9 Oct 2026
- Validation
- Each replica includes automated reports measuring geometric fidelity, appearance fidelity, and annotation accuracy against source data. · paralleldomain.com, 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. · paralleldomain.com, 9 Oct 2026
- Who it serves
- The company lists automotive, drone, robotics, agriculture, trucking, and defense among the industries it supports. · paralleldomain.com, 9 Oct 2026
Where Parallel Domain stands on Freedom251
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