Cognex Deep Learning performs exceptionally well in conducting X-ray inspection and verifications for assembled devices and packages. After training with valid device images containing intact components placed correctly, the Assemblies Validation Tool learns about accepted positional shifts across the whole product line and positions of diverse components. Post-training, the instrument promptly recognizes bends, incorrect placements, missing pieces, and drug quantity anomalies among packaged items while accepting completely assembled units meeting requirements.