A control mechanism in a system monitors inputs and outputs (such as sensor data representing one or more environmental conditions in one or more environments, sub-services in the services, and/or compensation) exchanged among components in combinations that provide the services in the environments, where the components in a given combination include at least one of: environmental monitoring devices in the environments and one or more of the partner electronic devices in the environments and/or service providers. Moreover, the control mechanism stores the monitored inputs and outputs, and analyzes the monitored inputs and outputs based on quality criteria and historical inputs and outputs exchanged within the combinations. Based on the analysis, the control mechanism identifies an instance in the inputs and the outputs of: incorrect sensor data and/or fraudulent compensation. Furthermore, the control mechanism performs a remedial action based on the identified instance.