Nontrinitarian is a negative label, and the groups it covers agree on almost nothing except what they reject. Sorting them by the ancient heresy each resembles is the clearest way to see how far apart they are.
Jehovah's Witnesses hold that Jehovah alone is God, that Jesus is his first creation, identified with the archangel Michael, through whom everything else was made, and that the holy spirit is God's active force rather than a person. This is structurally what Arius taught in the fourth century, that there was a time when the Son was not, and it is the position the Council of Nicaea in 325 was called to condemn. The Witnesses' New World Translation renders the opening of John's gospel as the Word was a god, a rendering rejected by the great majority of Greek scholars outside the movement.
Latter-day Saints affirm Father, Son and Holy Ghost as three distinct personages united in purpose and will, with the Father and the Son possessing glorified physical bodies. This is not Arianism, since it does not subordinate the Son to creaturely status, and by the classical taxonomy it is a form of tritheism rather than a denial of Christ's divinity. It is coupled with a doctrine of eternal progression that denies the classical distinction between creator and creature altogether.
Oneness Pentecostals, roughly a quarter of Pentecostalism worldwide, take the opposite route: God is one person who has revealed himself successively as Father, Son and Spirit. Jesus is the name of the one God, and Oneness churches baptise in his name alone. This is what the early church condemned as modalism or Sabellianism, and it was rejected because it makes the incarnation and the gospel accounts of Jesus praying to the Father unintelligible.
Historic Unitarianism, emerging in sixteenth-century Poland and Transylvania and later in England and New England, denied Christ's deity outright on rationalist grounds.