We build the infrastructure that lets machines learn from factories, warehouses, and production environments — not simulations.
Partner With Us →We deploy sensing systems into production environments. Factories, warehouses, construction sites. We capture what simulation cannot replicate — and what your models need to generalize.
Every environment adds signal. Every deployment refines the model. The pipeline doesn't stop at first deployment — it accelerates after it. We built the infrastructure for that cycle.
Models trained on our infrastructure are validated against the same environments they'll operate in. No sim-to-real gap. No surprises on the factory floor.
We deploy proprietary multimodal capture units directly into production environments. Each unit captures synchronized RGB, depth, IMU, force, and tactile streams — calibrated and ready for model training.
No lab mockups. No staged demos. These run on factory floors, in warehouses, on assembly lines — wherever the work actually happens.
The loop runs continuously. A new environment adds signal. A new deployment reveals edge cases. Each cycle makes the model sharper.
Every sensor stream we capture is designed for direct integration into model training pipelines.
If humans work there, machines need to learn there.
If you're building models that need to operate in the real world, talk to us.