Accurate concentration measurements of biopharmaceutical modalities are crucial for ensuring robust manufacturing processes and high-quality products. However, the availability of accurate real-time measurement methods and sensors remains limited, requiring at-line or off-line analysis. Viscosity in particular remains an underestimated process parameter that can be leveraged across various modalities to enable real-time concentration prediction, allowing for much tighter process control.