The synthetic data pipeline
From digital twin to production-ready dataset. Build your scene, generate photoreal data, validate quality, and integrate - all through a single platform.
Build once, generate infinitely
Scene
Build a physics-accurate digital twin of your target environment. Every surface, material, and light source obeys real-world physics — ensuring your synthetic data transfers reliably to production.
- Physics-accurate environment modeling — synthetic data that transfers to the real world
- Configurable sensors matching your target hardware (camera, LiDAR, radar)
- Full material and lighting control for unlimited scene variation
- Reusable scenes across unlimited dataset runs
Unlimited edge cases, zero real-world capture
Generate
Produce photoreal synthetic imagery with pixel-perfect labels, on demand. Vary weather, lighting, viewpoints, and object placement. Cover long-tail edge cases without a single real-world capture.
- Photoreal quality indistinguishable from real captures
- Pixel-perfect labels — no human error, no inter-annotator disagreement
- Generate rare edge cases on demand (weather, occlusion, lighting)
- Zero PII exposure — no real-world data collection required
Ship with confidence
Validate
Score every dataset for realism, coverage, and compliance before it touches your pipeline. Catch distribution gaps and quality drift as you iterate.
- Automated quality scoring before data touches your pipeline
- Catch distribution gaps early — avoid training on biased data
- Built-in privacy compliance verification
- Track quality metrics across iterations to prevent drift
New datasets in hours, not months
Integrate
One API, any scale. Pull validated datasets directly into your ML pipeline. Programmatic access to the full Scene → Generate → Validate flow.
- RESTful API with Python and JavaScript SDKs
- Drop into existing CI/CD pipelines (DVC, MLflow, Airflow)
- Batch generation or real-time streaming modes
- Webhook notifications on dataset completion
Start building your synthetic data pipeline
Tell us what you need. We'll scope a physics-accurate digital twin and deliver production-ready datasets via API.