An effective fluorescence “turn on-off” method based on PEI-Ag2S QDs has been constructed. The mechanism relies on aggregation-induced emission enhancement (AIEE) and hydrolysis. Steady-state kinetic analysis was explored to explain that the hydrolysis of heparinase I.