Systems, methods and computer readable media for characterizing a chemical array. At least one metric indicative of accuracy of location of features on the chemical array by a feature extraction process used to extract signals from features of the chemical array may be generated, as well as additional metrics adapted to identify errors caused by a particular process used in generating the signals on the array. A quality control report may be generated to contain at least one metric indicative of accuracy of location and said at least one additional metric. Customized quality control reports may be generated by providing for user selection of at least one metric adapted to identify errors caused by a particular process used in generating signals on a chemical array, from plurality of metrics, and including such selections in the quality control report generated. Systems, methods and computer readable media are provided for characterizing a chemical array by generating metrics adapted to identify errors caused by a particular process used in generating the signals on the array, generating a quality control report containing at least one of the metrics, and outputting the quality control report.