Cognex Deep Learning can dependably examine medical kits bundled in packaging for potential defects despite the presence of components facing varied angles and construction diversity among tubes. By undergoing comprehensive kit image training, the Part Location Tool discovers and confirms necessary components' existence, regardless of numerous possible appearance modifications that could complicate assessment. Damage sustained during assembly leading to deviation beyond allowed change margins causes kit failure in final examinations.