Deploy robots that keep getting better
We deploy your robots, run the infrastructure, and fine-tune their models on the data your sites produce
The improvement loop
Data from the floor makes the next model better
Capture on site
We install cameras and sensor rigs where the work happens: conveyors, docks, roads, terminals, store floors.
Structure & label
Raw feeds become training data through tracking, 2D/3D annotation, event tagging and QC.
Fine-tune continuously
The models behind your robots and cameras are retrained on your own data as it comes in.
Deploy & operate
We roll out robots and model updates, run the infrastructure, and measure performance in production.
What we run for you
Robot integration
Fleet monitoring
Model registry & rollouts
Continuous fine-tuning
Safety & fallback
Operations support
From pilot to fleet
Start small, prove it on your floor, then scale
One cell or one task. We capture data, fine-tune a model and measure it against your baseline.
The pilot runs on its own with monitoring, staged updates and support in place.
New tasks and sites join the same pipeline, and every site's data makes every robot better.
Frequently asked questions
Yes. We integrate with common industrial arms and mobile platforms, and can advise on hardware for new deployments.
As often as it helps. Most sites retrain weekly, and updates go through shadow mode and staged rollout before reaching the full fleet.
This is agreed in your contract. Most customers own the weights trained on their own data.
Rollouts are staged and measured. If success drops, the rollout stops and the previous version is restored automatically.