A clause is a group of related words but a phrase is not is that true

This statement is false.

Both a clause and a phrase refer to a group of related words. The only difference is that a clause has a subject and a verb, whereas a phrase does not. Phrases are usually parts of clauses, whereas clauses are parts of sentences.