Abstract: A method for prioritizing inventory checks and audits includes receiving a plurality of product identifiers. Each respective product identifier of the plurality of product identifiers is associated with a respective product of a plurality of products. For each respective product identifier of the plurality of product identifiers, the method also includes predicting, using an inventory predictor model, a mixture probability distribution over possible quantities for the associated respective product, and generating, using the mixture probability distribution, a respective inventory confidence score. Here, the respective inventory confidence score indicates a confidence estimation of an actual inventory of the respective associated product.