Accurate integration of microbial thermodynamics with CFD modelling, validation of simulation results, and effective implementation of design improvements in the real system. In addition, high cathode density in bioelectrochemical reactors creates a trade-off: more surface area improves reactions but disrupts flow, causing boundary-layer resistance and stagnant zones. Solving this often requires mixing or recirculation, which adds energy costs and can compromise plug-flow performance.