Hollow fiber membrane bioreactors offer a variety of advantages for biosynthesis applications. Evaluating their performance is essential to ensure optimal utilization. Several factors are commonly used to evaluate the effectiveness of these systems. Primary among these parameters is the cell density. Observing this metric provides the development