"Actually" is an emphasizer, used rhetorically to underscore the notion that one is describing the way things are, in contrast to someone's less actual idea, or a previous less-accurate vision of how they would be.
In lazy minds it has fallen into use as a meanningless surplussage, actually. :>)
A