No. You do not need to know EOS before starting. Simon introduces the framework in plain, practical language and helps the leadership team apply it to the real issues already happening inside the business.
EOS is not treated as theory or a set of buzzwords. It is used as a practical structure to help the team get clearer on direction, ownership, decisions and follow-through.