The Automation Engine is a non active-active system. It is installed on one server only. The AWI is taking a while to login and some users are getting a timeout. Thus, users are unable to login.
Restart the Apache Tomcat service and ensure the Tomcat Maximum memory pool is set to the maximum possible on in the system (i.e. 8192MB).