An army brat born in Germany, Moore attended Houston County High School in Warner Robins, Georgia, where he was named Georgia Class 5A Defensive Player of the Year as a senior defensive lineman.
As a junior in 2003, he made All-Middle Georgia, All-Region and All-County while getting 110 tackles, 23 tackles for loss and 15 sacks.