The first thing businesses should demand from an AI camera monitoring service is better judgment about what actually matters. Raw motion alerts are no longer enough. Modern systems are expected to distinguish people, vehicles and unusual behavior so teams are not flooded with noise. Current industry guidance consistently points to false-alarm reduction and meaningful event filtering as core priorities in business surveillance.