A mechanism is provide for formally verifying random priority-based arbiters. A determination is made as to whether a random priority-based arbiter is blocking one of a set of output ports or a set of input ports. Responsive to the first predetermined time period expiring before the processor determines whether the random priority-based arbiter is blocking, a determination is made as to whether the random priority-based arbiter is blocking one of the set of output ports or the set of input ports within a second predetermined time period using the random seed and at least one of property strengthening or underapproximation. Responsive to the processor determining that the random priority-based arbiter satisfies a non-blocking specification such that not one of the set of output ports or the set of input ports is blocked within the second predetermined time period, the random priority-based arbiter is validated as satisfying the non-blocking specification.