Yes! Reinstalling the Chaos License Server, and logging in with my credentials did the trick. If it doesn’t work for you, the customer support at Chaos is usually quick to respond.
typically CLS installs some shortcuts in the program group folder. If for some reason the licensing service does not automatically start (say Firewall, Antivirus, networking issues, … ) you can start it manually.