If your interaction term is A*B, you can explain the interaction by describing the A effect at each B level and the B effect for each A level. More detail refers to chapter 5 in book "categorical data analysis" written by ALAN AGRESTI.

Agree with the above explanation! You can also say: per unit joint change in A and B, there is an xx(coefficient) impact to the outcome.