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Parallel Domain

Parallel Domain turns real-world drive or flight logs into simulated scenes for testing autonomous systems.

Place
#14 of 29
Score
6.1
Parallel Domain's website

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.

All about pricing
PlanPriceWhat it gives you
Parallel Domain servicesPriced on requestPD 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

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