tahini, also called "tahina" in some countries, may look a little like peanut butter, but it doesn't taste like it. tahini isn't sweet like most nut butters, and the nutty flavor is strong and earthy, and can be a little bitter. if the bitterness is really strong, though, that could mean the batch is old or expired.