First we understand your operation. Then we automate it.
Our models watch your operation through cameras: they measure every cycle, catch every deviation, and learn how each task is done. Then we put robots on the work that is dangerous or hard to staff.
Your operation, understood in real time
Models that learn your operation
We adapt state of the art vision language models to your equipment, your sites and your procedures. A new question takes days, not a retraining project.
Experts in the loop
Operators and engineers with decades in the field review and correct the model's output, turning standard operating procedures into living, measurable systems.
From video to decisions
Every event is timestamped, classified and explained with a root cause and a confidence score, delivered as alerts, tables and dashboards.
Robots that do the tasks
Everything the cameras see becomes training for robots. We adapt them to your tasks and bring them in for the work that is dangerous or impossible to staff.
Raw footage in, structured knowledge out
Watch the model narrate real footage step by step. If it can describe the work, it can measure it, check it against your procedure, and teach a robot to do it. Click any step to seek.
The goal: robots that do the work
A new generation of robots can learn a task by watching people do it, thanks to advances like GEN-0 from Generalist and π0 from Physical Intelligence. Off the shelf, they do not know your operation. We adapt them to your tasks and your rules, and we deploy them with you.
Operator cams record how your best people actually do each task: hands, tools, order, corrections. That is exactly what a robot needs to learn it.
An off the shelf robot does not know your site. We tune it on your tasks and your procedures before it ever touches the floor.
Robots start on the work that is dangerous or impossible to staff, supervised by your team. Every shift they run, they get better.
The visual layer
Every engagement starts here: cycles, SOP adherence, safety and root causes, delivering ROI from week one.
The right data
Every hour of expert verified footage doubles as training data. It accumulates from the first deployment, not someday.
Physical autonomy
We already adapt and deploy robots, in parallel with the visual layer, starting with the hardest tasks.
Your cameras. Your model. Your edge.
General models produce general answers. Ours specialize on your operation and keep improving in production, because the people who know the work best are the ones correcting them.
Capture
Your cameras and SOPs become structured, timestamped events, processed at the edge. Raw video never leaves your site.
Correct
Your experts fix the model when it is wrong. Every correction is training signal: RLHF on your workflows.
Compound
Corrections accumulate into a model only you have. The gap grows every shift.
Measure
Each app ships against a number: recovered cycles, saved hours, fewer incidents.
Let's look at your operation
We usually start with a focused diagnostic on one bottleneck. A few weeks, your existing cameras, a measurable result. Write to [email protected].
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