The knowledge of RNA's role in biological systems and the recent recognition of its potential use as a reliable biotherapeutic tool increase the demand for development and validation of analytical methods for accurate analysis of RNA. Affinity chromatography is a unique technique because of the versatility of applications reliant on the affinity ligand used. Recently, an arginine-based matrix has been effectively applied in the purification of RNA because of the specific recognition mechanism for RNA molecules. This interaction is suggested to be due to the length of arginine side chain and its ability to produce good hydrogen bonding geometries, which promote multi-contact with RNA backbone or RNA bases, based on RNA folding. Thus, this work presents the development and validation of an analytical method with ultraviolet detection for the quantification of RNA using affinity chromatography with arginine amino acid as immobilized ligand. The method was validated according to International and European legislation for bioanalytical methods. The results revealed that the proposed method is suitable for the reliable detection, separation, and quantification of RNA, showing that the method is precise and accurate for concentrations up to 200 ng/μL of RNA. Furthermore, the versatility of the methodology was demonstrated by its applicability in the quantification of RNA from different eukaryotic cells and in crude samples of chemically synthesized RNA. Therefore, the proposed method demonstrates a potential multipurpose applicability in molecular biology RNA-based analysis and RNA therapeutics.