Moore was accompanied by his wife Kayla, also on horseback, as he voted.
Dozens of members of the media surrounded the couple, making it difficult for them to get through on their horses.
Moore spoke briefly to reporters, talking in generalities and not discussing allegations of improprieties with teenage girls from decades ago. The judge expressed confidence that he will win the election against Doug Jones when asked how confident he was that he would win today.