Does securing a supervisor basically guarantee acceptance?
It depends on where the funding comes from. If the money comes from the professor's own grants, then you're extremely likely to get a formal admission. If the money comes from the department the professor now has to convince the admissions committee that you should get the position. Why not send an email to the potential supervisor and ask what the next step is? That should let you know where you stand.