This disclosure describes techniques that enable a safety detection controller to analyze and infer a likelihood of a safety concern impacting a monitored individual at a real-time event. More specifically, a safety detection controller may receive sensor data from a monitored device associated with a particular individual. The sensor data may be captured from the environment that is proximate to the monitored device. The safety detection controller is further configured to analyze the sensor data to infer the identities of third-party individuals proximate to the monitored device and determine whether those individuals pose a safety concern to the monitored individual.