Alexander began service in the Württemberg army as a colonel on 21 April 1791, and transferred to the Austrian army, serving during the campaign against France in 1796-1799, and participating in the battles of Rastadt, Würtzburg, Offenbach, Stockach and Zurich. In 1796 Prince Alexander became a Major General and a Fieldmarshal Lieutenant in the Austrian army in 1798.