I don't recall you mentioning what model of card you're using, but hardware can indeed fail unexpectedly with no obvious reason.

Does Task Manager's GPU pane give any hint that the card is being used heavily?

Tech Power Up's utility GPU-Z provides lots more details about the GPU's usage.