Chemical spoilage sensors are intended to complement, rather than replace, which rigorous testing in manufacturing?

Answer

Microbiological testing

It is explicitly noted that the implementation of chemical spoilage sensors is designed to serve as a dynamic layer of quality assurance specifically for consumers and logistics partners throughout the supply chain. These sensors are not intended to substitute for the foundational, rigorous microbiological testing procedures that must still be conducted within manufacturing environments. The sensors provide a real-time, on-the-ground chemical reality check, whereas microbiological testing confirms safety standards in controlled settings.

Chemical spoilage sensors are intended to complement, rather than replace, which rigorous testing in manufacturing?
foodsensorspoilagemonitoringdetection