A mechanism is described for facilitating efficient scheduling of graphics workloads at computing devices. A method of embodiments, as described herein, includes receiving a work request for processing a work item at a graphics processor, where the work request is placed by an application. The method may further include allowing the application to directly call into a graphics driver associated with the graphics processor to generate a work queue for the work item, where direct calling allows the application to bypass an intermediary call to the graphics driver and directly submit the work item to the graphics processor, where direct calling further includes notifying the graphics processor of the work unit by writing into a memory location monitored by the graphics processor. The method may further include submitting the work item from the work queue to a submit queue of a plurality of submit queues, where one or more tasks associated with the work item are processed at the graphics processor.