In May 2024, Guidry announced his candidacy for the Louisiana Supreme Court. On August 20, 2024, Guidry's opponents, Leslie Chambers and Judge Marcus Hunter were ruled ineligible, making him the only candidate in the race. Guidry assumed office on January 1, 2025.