No, although it’s common for recipes or grocery store signs to use the terms interchangeably. The confusion is not surprising. Anise and fennel taste similar and are both in the parsley family, but they’re from different plants. While anise seeds are used in cooking, fennel seeds, leaves, and bulbs are all edible.