Skip to content
SPECIFICTION
Get listed

Parallel Domain

paralleldomain.com

Free trial WebAPI
Visit paralleldomain.com
Spec score 8.2 #5 of 29 in Synthetic Data Generation Software

What it is

Parallel Domain turns drive or flight logs into simulation-ready scenes for validating autonomous systems. PD Replica reconstructs static environments and moving actors, allowing users to resimulate, modify, remove, or recompose actors and actions. It provides 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 source data. PD Sim configures deterministic scenarios and simulates camera, lidar, and radar, including multi-sensor rigs. Scenario parameters can vary, tests can run in parallel, and APIs support open-loop or closed-loop testing with CI/CD pipelines. A Python SDK enables programmatic control and closed-loop autonomy-stack connections. Drive or flight logs are inputs; lidar can improve fidelity but is not required. The company says continuous corridors up to 3 km can be reconstructed. Pricing is on request, and prospective customers are invited to book a demo. Industries listed include automotive, trucking, drones, robotics, agriculture, and defense.

Spec sheet

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.Read 9 Oct 2026 · paralleldomain.com
Purpose
Parallel Domain turns real-world capture into production-grade simulation environments for validating perception and planning in autonomous systems.Read 9 Oct 2026 · paralleldomain.com
Integrations
The products connect to existing autonomy stacks by API and support open-loop and closed-loop testing compatible with CI/CD pipelines.Read 9 Oct 2026 · paralleldomain.com
Support
The terms list [email protected] for questions about the services.Read 9 Oct 2026 · paralleldomain.com
Headquarters
San Francisco, USA; Karlsruhe, Germany; Vancouver, CanadaRead 28 Sep 2026 · paralleldomain.com
Founded
2017Read 28 Sep 2026 · paralleldomain.com
Annotations and maps
PD Replica includes semantic and instance segmentation labels and an annotated HD map with lane geometry, traffic rules, and routing information.Read 9 Oct 2026 · paralleldomain.com
Developer access
PD Sim provides a Python SDK for programmatic control and closed-loop connection to an autonomy stack.Read 9 Oct 2026 · paralleldomain.com
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.Read 9 Oct 2026 · paralleldomain.com
Industries
The company lists automotive, trucking, drones, robotics, agriculture, and defense among the industries it supports.Read 9 Oct 2026 · paralleldomain.com
NVIDIA
Parallel Domain describes using NVIDIA Omniverse NuRec Fixer in the PD Replica pipeline and NVIDIA Cosmos Transfer for environmental scene variations.Read 9 Oct 2026 · paralleldomain.com
PD Replica
PD Replica reconstructs static environments and moving actors, and lets users resimulate, modify, remove, or recompose actors and actions.Read 9 Oct 2026 · paralleldomain.com
Pricing access
The product page invites prospective customers to book a demo to get access; it does not display a product price.Read 9 Oct 2026 · paralleldomain.com
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.Read 9 Oct 2026 · paralleldomain.com
Products
Its products are PD Replica for reconstructing scenes from capture data and PD Sim for configuring and running test scenarios and sensor simulation.Read 9 Oct 2026 · paralleldomain.com
Reconstruction inputs
PD Replica accepts drive or flight logs, and lidar can improve reconstruction fidelity but is not required.Read 9 Oct 2026 · paralleldomain.com
Scale limit
The company says it reconstructs continuous corridors up to 3 km long.Read 9 Oct 2026 · paralleldomain.com
Scene features
PD Replica provides dynamic reconstruction, physics-aware collision layers, camera/lidar/radar simulation, object insertion, segmentation labels, and an annotated HD map.Read 9 Oct 2026 · paralleldomain.com
Security contact
The company lists [email protected] as its security contact in its terms; the page does not state a security certification.Read 9 Oct 2026 · paralleldomain.com
Sensor simulation
PD Sim simulates camera, lidar, and radar, including multi-sensor rigs.Read 9 Oct 2026 · paralleldomain.com
Testing controls
PD Sim is deterministic and supports parameterized scenario variation, parallel execution, and CI/CD testing.Read 9 Oct 2026 · paralleldomain.com
Validation
Each replica includes automated reports measuring geometric fidelity, appearance fidelity, and annotation accuracy against source data.Read 9 Oct 2026 · paralleldomain.com
Who it serves
The company lists automotive, drone, robotics, agriculture, trucking, and defense among the industries it supports.Read 9 Oct 2026 · paralleldomain.com

Plans and prices

Parallel Domain services Priced on request Pricing not listed; request a demo to get access information. PD Replica · PD Sim Read 9 Oct 2026 · paralleldomain.com

Every Parallel Domain plan and price →

Strong points and limits

Strong points

  • Reconstructs scenes from drive or flight logs
  • Simulates camera, lidar, radar, and sensor rigs
  • Deterministic testing supports parameter variation and parallel runs
  • Annotated HD maps include routing and traffic information
  • API and Python SDK connect autonomy stacks

Limits

  • Pricing is available only on request
  • Continuous corridor reconstruction is limited to 3 km
  • Lidar may improve fidelity but is not required
  • No security certification is stated

Who it suits

Parallel Domain is aimed at teams validating perception and planning for automotive, trucking, drone, robotics, agriculture, or defense systems.

Verdict

Parallel Domain combines scene reconstruction with deterministic, sensor-focused scenario testing. Access requires a demo and pricing request, while corridor length and stated security information should be considered.

Where Specifiction places it

Alternatives to Parallel DomainAll alternatives →