Physical AI
AI Wrangler Devices
AI that works on the floor, not just in a browser tab.
Cameras, sensors, kiosks, and robots that see what is happening in your operation and act on it — wired into the same systems your office already runs.
The software knows nothing about the floor.
What happens in the shop, yard, or warehouse only reaches the system when someone types it in.
Counts and condition checks depend on whoever remembered to walk the floor.
Problems surface hours after they started, once the damage is done.
Robotics quotes come back as six-figure projects with a year-long timeline.
Nobody on the team wants to own another piece of hardware.
AI Wrangler Devices
Start with one signal that matters.
Physical AI does not have to mean a robotics program. It usually starts with one camera or sensor answering one question you currently answer by walking over and looking.
Pick the signal worth having
One measurement that would change a decision today. We start there rather than instrumenting everything.
Off-the-shelf where possible
Most of what people want already exists as hardware. The work is in choosing it and wiring it up properly.
Connected to your systems
A reading nobody sees is worthless. It lands in the tools your team already opens every morning.
Serviceable by your team
Documented, labelled, and explained, so a device going offline is not a crisis.
In the wild
What this looks like in real businesses.
Vision-based counting
Stock, vehicles, or throughput counted continuously instead of on a clipboard.
Condition and safety monitoring
Cameras and sensors flagging the thing you would want to know immediately.
Self-serve kiosks
Check-in, ordering, or lookup handled at the point it happens.
Equipment telemetry
Machines reporting their own status, hours, and faults.
Assisted picking and sorting
Robotics for the repetitive physical work nobody wants.
Site awareness
Knowing what is on the floor right now, without walking it.
Engagement options
Three ways to start.
Pick the shape that fits where you are. Custom pricing is shared on the call.
Feasibility Read
Is this worth doing?
Best for: Owners weighing hardware for the first time
First Device
One signal, live
Best for: Proving the value before scaling
Rollout
Across the operation
Best for: Multi-site or multi-line deployments
30-day post-launch warranty on every engagement. If it isn't working as scoped, we fix it free. No tickets, no change orders.
See what your floor is actually doing.
Start with one camera or sensor answering one question that matters.
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