In many cases linear multivariable models describing physical systems contain structured uncertainties expressed in terms of parameters. In this paper we suggest conditions that guarantee the existence of a parameter free observer for the system. Conditions are also given under which this robust observer can be subsequently used in a parameter free controller configuration for regulation.