The sugar-acid content prediction modeling technique described in this study enables the use of an evaluation tool for high-quality trait characteristics for a majority of unidentified and unstandardized Citrus samples. This could be a useful rapid selection method for the early quality evaluation of Citrus samples or outstanding Citrus lines. Such methods will accelerate the direct