A cloud-based real-time crime center with dispatch directed digital media payloads configured to support both emergency dispatchers and emergency responders responding to an incident requiring assistance. The new dispatch system is “cloud-based” in that it provides a central hub or repository for gathering live video streams and data streams that are processed to fuse them together to provide a map-based interface for the dispatcher to access via a desktop or other computing station at a central agency location and for the responders in the field to access via vehicle-mounted or portable client devices. The dispatch system processes the video and data streams to generate a dispatch directed payload that includes data and video relevant to the identified incident and that can be readily communicated (due to its reduced or controlled size) to field responders to make their response more effective and to increase both the safety of the responders and those involved in the incident.