Your model is only ever as good as what it has seen. And the real world rarely shows up on schedule.
Simulation takes you a long way, but your robot still meets the real world for the first time in the field.
The situations that break your system are exactly the ones you cannot stage on demand.
Sensors out of sync, labels that disagree, and formats that do not fit the way you train.
We plan the campaign around your tasks, environments and edge cases. Then we capture camera, LiDAR, radar and motion data together, calibrated and in sync, wherever you need it.
Our multisensor fusion platform makes sense of data in the field. What comes back is usable data, rather than raw terabytes waiting weeks to be processed.
2D and 3D annotation with quality checks at every layer, built to your guidelines and delivered in the format your pipeline expects.
You get. labels your engineers stop second-guessing.
We benchmark your models on the silicon you plan to ship. Then we make them run fast, without giving up the accuracy you worked for.
You get. real numbers on real hardware, and models that fit your power and cost budget.
We agree the tasks, environments, edge cases and volumes your model needs.
Calibrated, synchronised rigs and trained crews collect in the places you choose.
Annotation in 2D and 3D, checked in layers before anything reaches you.
Data in your format, live or in batches, with new rounds as your model grows.
A dedicated, client-only data centre. A managed team that scales with your programme. Or simply pay per delivery.
A long-running programme of image, video and 3D labelling under strict quality checks, sustained across multiple projects.
Result. consistent, production-grade data, project after project.
We collected and labelled more than 100GB of real, unstructured driving behaviour and released it openly.
Result. METEOR, used by researchers around the world.
Trusted by teams at
You can collect it yourself, license existing datasets, generate it in simulation, or work with a specialist partner who combines all three. For multi-sensor, real-world data, a tailored campaign usually gets you the edge cases you need far faster than building a collection operation from scratch. That is what we run.
Yes. We bring calibrated sensor rigs and trained crews to your sites, or capture in public environments that match where your robots will work.
Camera, LiDAR, radar, thermal, IMU and GNSS, captured together and in sync. We deliver in the formats your training pipeline already uses.
Participants give informed consent, and personal data is handled under access and anonymisation controls that we agree with you before collection starts.
As a dedicated, client-only data centre, a managed team that scales with you, or per delivery. Most clients start with a scoped pilot campaign.
