Apparatus and associated methods relate to dynamically managing quality of a sample in a public display space. In an illustrative example, a sample quality profile (SQP) may be generated in response to a sample update signal. The sample update signal may, for example, originate from a physical product display location. The sample update signal may, for example include data from a sensor(s) configured to detect a physical attribute(s) corresponding to the sample. The SQP may, for example, correlate the at least one physical attribute with at least one sample quality metric(s) (SQM). A predetermined minimum quality criterion(s) (MQC) corresponding to the product, sample, and/or showcase may, for example, be retrieved and compared to the SQM. If the SQM does not meet the MQC, then a sample request signal may, for example, be generated. Various embodiments may, for example, advantageously maintain an attractive product sample for display to potential customers.
