He played college football at Western Michigan and was selected by the Chiefs in the second round of the 2022 NFL draft.

[13] In Super Bowl LVII, Moore scored his first career touchdown in the fourth quarter of the Chiefs 38–35 victory over the Philadelphia Eagles.

[14][15] Moore scored his first career regular season touchdown in the Chiefs' week 2 game against the Jacksonville Jaguars on a 9 yard catch.

[17] He was designated for return on January 17, 2024, and activated on February 7 in time for Super Bowl LVIII.

[19] On October 24, 2024, the Chiefs placed Moore on injured reserve due to a core muscle injury.