Methods and apparatus relating to techniques for controlling resource utilization with adaptive routing are described. In one embodiment, an output port for transmission of an incoming message that is to be received at an input port is determined at routing logic. The routing logic selects the output port from a first output port and a second output port based on congestion information that is detected at one or more other routing logic communicatively coupled to the routing logic. The first output port provides a deterministic route for the incoming message and the second output port provides an adaptive route for the incoming message. Other embodiments are also disclosed.