I am trying to sharpen the line among the definitions of tautology, axiom and premise.
What I have understood so far is this:
Tautology: A statement that is proven to be true without relying on any axiom.
Axiom: A statement that is assumed to be true without a proof or by proof using at least one axiom.
Premise: A statement that is assumed to be true to get a conclusive statement. So it has a scope different from that of an axiom.
Are these correct, and if not what would be the way to describe them?
I am not convinced by your definition of tautology. The context is missing. For example in propositional logic it is a statement/formula that is true under any assignment of true/false values for the atomic statements out of which it is 'made'. In first order propositional logic, a statement is a tautology if it can be 're-formulated' in the language of propositional logic so that in that languate it becomes a tautology.
Regarding the axiom I agree with the above comment.
For the premise, it is not clear what you mean by 'get a conclusive statement'. Premise could be statement $p $ and then I'd use 'legitimate' steps to show that it implies $q$ say (it is what we usually do in mathematics). Rules of inference allow us to deduce that $q $ is true when $p $ is (Modus ponens).