Embodiments of the present disclosure provide for automatic item searching and verification. In example contexts, embodiments provide such functionality to improve the accuracy and efficiency of item searching during item loading and/or unloading, such as when delivering packages. Some embodiments provide for capturing an image, or set of images, identifying relevant items represented in the captured images, generating augmented reality elements associated with such relevant items, and rendering the augmented reality elements in an augmented reality environment, which can be maintained as the user continues to perform user action. Some embodiments additionally or alternatively detect improper actions based on captured image(s), and generate and provide notifications to a user for viewing.