On-robot world models · Industrial autonomy
See. Predict. Act—in reality.
XYX is an on-robot perception and prediction stack powered by a world model. Robotics software and autonomy startups embed it to improve grasping, navigation, and manipulation—without building foundational Physical AI themselves.
Enterprise pilots → annual licenses · Design partners today
state.position = [0.621, -0.147, 0.932]
predicted.contact = true
latency_ms = 23
confidence = 0.92
Prediction horizon
2.4 s
Model latency
23 ms
/The problem
Industrial autonomy stalls when every team rebuilds the foundation.
Shipping robust cells requires production-grade perception and prediction under real floor conditions. Building that world-model layer in-house is slow, brittle, and orthogonal to the product your customers bought.
01
World models are a multi-year build
Autonomy startups burn cycles inventing perception and prediction foundations instead of shipping cell performance their customers pay for.
02
Lab perception fails on the floor
Lighting shift, clutter, occlusion, and recovery edges break brittle pipelines that looked fine in demos and controlled benchmarks.
03
Sim alone does not close the loop
Teams need a runtime layer on the robot that continuously sees, predicts, and supports grasping, navigation, and manipulation under real conditions.
/Product
A runtime world model on the robot cell.
Not a turnkey cell. Not a pure sim API. XYX is software autonomy teams embed: perception and prediction that improve how the robot understands and acts in the physical world.
- Improves grasping, navigation, and manipulation on the cell
- Designed for industrial conditions, not lab-only benchmarks
- Longer-term platform: broader industrial world model; wedge is on-robot first
See the cell as it is
On-robot perception built for industrial conditions—not staged perfection—so planners work from a grounded scene model.
Predict before you commit
A runtime world model that forecasts contact, motion, and short-horizon outcomes so recovery is planned, not improvised.
Stack, not a second cell
An embeddable perception + prediction layer partners integrate into the autonomy stack they already own and sell.
/Who it's for
Built for robotics software and autonomy startups.
Primary buyers are technical leaders at companies that already own the cell stack—not plant ops desks or pure hardware OEM channels (for now).
Robotics software startups
Teams shipping industrial cells who need Physical AI depth without building a foundational world-model org in-house.
Autonomy / perception leads
CTOs, Heads of Autonomy, and technical founders evaluating what to buy versus build for on-robot robustness.
Integrating engineers
Perception, planning, and autonomy engineers who need a stack they can evaluate on real hardware quickly.
Not primary yet: direct plant operators, warehouse buyers, or OEM channel deals. Those may appear downstream through partners once the embed story is proven.
/How pilots work
High-touch evaluation on real hardware.
Motion is founder-led into robotics software and autonomy startups. Convert design partners first: paid pilot, then annual license when the stack earns production trust.
01
Scope the cell
Align on robot/cell context, target tasks (grasp, navigate, manipulate), and the metrics that would prove value.
02
Integrate on hardware
Embed the stack on a real industrial cell with your team in the loop—design-partner speed, not a lab-only demo.
03
Measure before / after
Track task success, recovery, cycle time, or engineering time saved. Convert only when the evidence is clear.
04
License for production
Move from pilot to annual enterprise license once the stack earns its place in your product.
/Proof & trust
Honest about where we are.
XYX is pre-revenue with design partners engaged. Public claims stay limited to what we can stand behind: stage, ICP, and how we work.
Design partners, not fake logos
We are in active design-partner relationships. We do not invent customer marks or vanity metrics on this site.
Reality over demo
Optimization target is on-robot performance in industrial conditions—not leaderboard theater.
Partner leverage
We win with robotics software teams who own the cell and the customer relationship. We do not displace them.
Status · MMXXVI
No fabricated logos, case studies, or uplift percentages. When partners publish results, they will appear here with real names and metrics.
/Next step
If you ship industrial autonomy, let's put a world model on the cell.
Tell us about your robot stack, target tasks, and what “better” means in your cells. We will reply with whether a design-partner pilot is a fit—and a concrete evaluation path if it is.