When you "pay yourself first", you're setting aside a certain amount of money from every paycheck to go toward your long-term savings goals (think: emergency fund, down payment on a house, etc.).
Automatically setting aside savings before your monthly expenses or discretionary purchases are made helps keep you on track by removing the temptation to skip a savings contribution.