By coincidence I just came in from digging some up in the garden to prepare my winter supply. I would call it more piquant like hot mustard rather than hot like Scotch bonnet or habanero peppers. It is an irritant to the mucus membranes not unlike tear gas and is more potent the fresher it is.

Pot roast of venison with horseradish sauce for supper tonight.