My experience is that chrome works great with intranet addresses if you fully type them out. "gerrit.gps" searches for the string "gerrit.gps". I have to fully type out "http://gerrit.gps" to get to our gerrit server.
Usually for me it loads the search results, but also puts a "did you mean http://gerrit.gps" at the top. Clicking yes to that also remembers it for the future. I'm totally cool with this approach.