Hollow fiber membrane bioreactors present a range of advantages for biosynthesis applications. Assessing their functionality is vital to ensure optimal operation. Several factors are commonly used to evaluate the success of these systems. Fundamental among them is the cell density. Tracking this metric indicates the growth of microorganisms within