Turning industrial chaosinto spatial understanding

LiOps builds a unified spatial intelligence layer that lets machines see, understand, and act in complex industrial environments.

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Flexible perception, uncompromising execution

A 70% success rate in a demo is a zero on the shop floor. LiOps pairs a spatial intelligence model (LSM) that adapts to unseen sites with few-shot samples with execution controlled to within 1mm of cumulative error, in one pipeline.

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Perceive

LiDAR installed in the yard scans the site in 3D. Because the spatial model overcomes sensor noise, sensors costing a few hundred dollars are enough. Precision comes from software, not hardware specs.

Understand

From hundreds of CAD drawings, the model retrieves and registers the block it currently sees, measuring per-block progress. On parts it has never seen, it infers weld seams and start/end points at human-level precision.

Act

Robots take the perceived coordinates and work without teaching. Cumulative error across sensor, CAD, robot, and tool frames is controlled within 1mm. It is either complete, or it is not.

Case Study

Spatial MES: the MES shipyards never had

A shipyard's workpieces are hundred-ton blocks you cannot barcode. Spatial MES measures per-block progress through LiDAR scanning and automatic CAD registration, automatically supplying the actuals that used to depend on human eyes and manual entry. It is spreading through Korea's big-three shipyards.

28.8%

Productivity improvement

100%

CAD registration success

Hanwha Ocean pilot completed, deployment in progress / HD Hyundai Samho PoC completed / Samsung Heavy Industries PoC planned

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On top of Spatial MES, robot crews, one at a time

The moment a block's position and state become coordinates, those coordinates become a language robots can consume.

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Robot Welding Crew

Korea's first on-site automation of unstructured butt welding. Instead of selling robots, we sell the welded output itself, priced the way shipyards have bought labor for decades: per completed work, pay-per-use.

Field-proven at HD Hyundai Samho

(Actual site imagery replaced with generated images due to NDA)

Autonomous Logistics

With few-shot adaptation from just 10 labels, we demonstrated 100% success loading pallets never seen before. Free navigation without fixed routes, operating safely among people and equipment.

Deployed at Jungsan

Machine tending

A mobile manipulator reads the workpiece and chuck position in 3D, loads and unloads the CNC, then drives itself to the next machine. No operator has to stand at each one.

Running at Jungsan Machinery

We sell completed work, not robots

Contracted the way shipyards have bought labor for decades: per completed work, pay-per-use. Zero capital expenditure for the customer, and no payment without results. Wherever people can no longer be hired, we add a robot crew on top of Spatial MES, one process at a time.

Product Overview

Open interface

We speak your stack

You do not have to adapt to our ROS2 topics. We deliver the data and commands you need in the OS and language you already use. Windows or Linux, your existing perception software runs on top as it is.

What ships with it

Interface control document
SDK and clients per language
Sample code and mock server
Test tools and data dictionary
Version compatibility policy

Data stays on site. No external cloud transfer

Considering deployment at your site?

Ask us how Spatial MES and robot crews can be applied to your operations.