Abstract: Various embodiments are directed to improving the accuracy of existing hardware-based fluid quality measurement systems and particular computer applications. For instance, some embodiments improve the accuracy of these technologies by generating, via a computer model, an estimate of a fluid life for a heat transfer fluid and/or a score that indicates a quality of the heat transfer fluid, among other things. Additional embodiments also improve human-computer interaction, user interfaces, and computer resource consumption relative to existing technologies.