Parallel Domain vs YData SDK
Parallel Domain
paralleldomain.com
YData SDK
ydata.aiSide by side
| Figure | Parallel Domain | YData SDK |
|---|---|---|
| Price from | — | Free |
| Free plan | — | Yes |
| Free trial | Yes | — |
| Open source | — | — |
| Web | Yes | — |
| Windows | — | Yes |
| macOS | — | Yes |
| Linux | — | Yes |
| API | Yes | Yes |
| Self-hosted | — | Yes |
| Plans published | 1 | 3 |
| Spec score · Synthetic Data Generation Software | 8.2 (#5) | 7.9 (#10) |
| Headquarters | San Francisco, USA; Karlsruhe, Germany; Vancouver, Canada | Seattle, USA |
| Integrations | The products connect to existing autonomy stacks by API and support open-loop and closed-loop testing compatible with CI/CD pipelines. | Documented connectors include local files, Amazon S3, Azure Blob Storage, Google Cloud Storage, BigQuery, Microsoft SQL Server, MySQL, Snowflake, and Databricks. |
| Purpose | Parallel Domain turns real-world capture into production-grade simulation environments for validating perception and planning in autonomous systems. | YData SDK is a Python toolkit for data profiling, data improvement, and synthetic data generation. |
| Support | The terms list [email protected] for questions about the services. | The SDK documentation directs users to contact YData for support and other inquiries. |
Plans
In their own words
Parallel Domain
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.