Similar By Terms without vocabulary Other modules doing well but not actively developed.

How to make Similar By Terms works without vocabulary?
You might consider using Open Calais or Auto Tags to tag all your content. Open Calais will require a little configuration. It works wonderfully with Similar Terms.