Yes, you are right. Every time someone mentions Chicory, they almost always follow by saying it can be used as a coffee substitute.

It makes a thick white root similar to the dandelion root. I think Chicory is known for having a deeper, thicker taproot than dandelion. These roots are pruned to become very short and fat for growing endive, making for an endless supply of delicious tender leaves.