A syslog server is a very good (and, IME, very underused) solution.

Alternately, if that's not sexy enough to get management buy-in, you could instead set the processes up to all log to a central database, but that would mostly be just pointless overhead unless you're using a database already (and may still be pointless overhead even if you are).