In one embodiment, a device obtains sensor data from one or more sensors worn by a first responder. The device analyzes the sensor data to identify a position of a person with whom the first responder is interacting. The device determines that a policy violation has occurred based in part on the position of the person. The device provides an alert that indicates the policy violation.