According to one or more embodiments of the disclosure, a device obtains container data regarding a plurality of items to be shipped together in a container. The device generates, based on the container data, a damage prediction model that models physical relationships between the plurality of items within the container. The device receives sensor data associated with the container. The device predicts, using the damage prediction model, which of the plurality of items were damaged during transport of the container, based on the sensor data associated with the container.