For AI suppliers，Enabling rapid testing is currently a technical challenge。Sometimes it may take some patience to train the AI system for use in production，But it's worth it。Once you master these skills，Manufacturers can use AI based robot control solutions to flexibly automate manual workstations。Pick part，Trace contour，Insert the cable，Assembly products，Can be achieved by a single small camera on the robot wrist。Because all components are flexible in training for new tasks，So manipulator and AI software can be used in different positions in production。

for example，At a car supplier，A simple automation solution has been established，Used to classify metal parts from semi ordered meshes。The lighting conditions of facilities are difficult to predict，Often exposed to direct sunlight。in addition，Metal parts are highly reflective，The occurrence of flash rust must be considered。Supplier contacts with micropsi industries，Because its AI system can handle these differences - Location，Lighting conditions，Color and remaining packaging blockers。to this end，The technology has to learn to find the next part，Regardless of the time of day，Sunlight intensity，What's the coincidence between the surface condition and the packing。

What is more difficult to solve is that the white appliance manufacturers are passing the test application in the verification stage。ad locum，The positioning of the probe must be very accurate。AI must find solder joints on the copper wire being tested for leakage，And the location of these solder joints，direction，The shape and material properties vary greatly。