Choose one problem
Define the defect, feature or event to inspect. Too many scenarios in one pilot make the results difficult to interpret.
Collect field data
Gather samples across product, lighting and line-speed conditions. Validate camera placement and data labeling in the real production environment.
Measure with operations
False alarms, cycle time and operator workflow matter alongside detection accuracy. Document scaling and maintenance needs when the pilot ends.