Applications / Current focus
Flexible CNC inspection for complex parts.
The first commercial application of Cyberbrain’s universal robot brain: precision inspection for complex parts and changing production requirements.
In development · Manufacturing collaboration underway

Inspection requirements vary by part
Fixed automation struggles when product variety, part geometry, and inspection conditions keep changing.
Inspection across thousands of SKUs
Many part types, each with its own inspection requirements.
Low-volume, high-mix
Frequent product changes make repeated setup costly.
Complex geometries
A fixed camera cannot see every surface, inner wall, or area hidden by a gripper.
Vision, manipulation, and defect analysis
- Robot manipulation
- CyberView robotic vision
- Defect analysis
- Agent planning
Inspection workflow for changing parts
- 01
Understand the part
Identify the part, its geometry, and the inspection requirements.
- 02
Position and illuminate
Rotate and regrasp the part, adjust viewpoints, and change lighting to reveal surfaces.
- 03
Analyze defects
Use magnified vision and custom defect models to examine fine machining defects.
- 04
Verify and reuse
Record results and retain repeated steps as reusable inspection routines.
Workcell integration and validation
Define inspection standards, integrate robots and sensors, learn the task, and validate quality, speed, reliability, and cost per part. Ongoing support covers operation and adaptation to new parts.
Discuss an inspection demonstration
We are developing the CNC inspection workcell with a manufacturing partner. Contact the team to discuss your parts, inspection requirements, and demonstration availability.
View manipulation and planning demos
These general manipulation demonstrations show object handling and multi-step planning. They are not CNC inspection recordings.
Open the drawer, put the screwdriver inside, and close it
Multi-step
Hand me the wrench
Precision
06 / Contact
Discuss an industrial application
Contact us about investment, robot integration, or industrial task requirements.