Part of the problem with current bioprocess control systems is that a lack of interoperability means it is difficult to reuse applications software, which limits data exchange and hampers monitoring. The inability to connect systems also results in excess cost to upgrade or replace because of close, proprietary couplings between components that makes for whole-system, instead of modular, replacement.