Seaweed powder is dehydrated seaweed that has been ground into a powder. Seaweed is a general term for large plants that inhabit an ocean. They are forms of multicellular algae and are very important food sources throughout coastal Asia, the British Isles and Iceland. They have a rich, savory flavor.