In late 1942, the tank battalion under Loringhoven's command was encircled during the Soviet counter-offensive at the Battle of Stalingrad. On 23 January 1943, he was awarded the German Cross in Gold ([Deutsches Kreuz in Gold] error: {{lang}}: text has italic markup (help)) as Hauptmann (captain) in the 2./Panzer-Regiment 2. That same month, he was flown out of the pocket and later transferred to the staff of 111th Infantry Division on 2 March 1943. In November 1943, Loringhoven was promoted to major. From July 1944 to April 1945, he served as an adjutant to the Chief of Army General Staff (first, General Heinz Guderian and then General Hans Krebs).