In Frequentist thinking; p=0.05 means that if there was in reality no difference in your A and B and you repeated the experiment many times, 5% of the observed differences would be equal to or greater than the difference you just measured.
No probabilistic statement about the results being correct or incorrect can be made from a Null-Hypothesis significance test.